Biostat 203B Homework 4

Due Mar 8 @ 11:59PM

Display machine information:

sessionInfo()

R version 4.3.1 (2023-06-16)
    Platform: aarch64-apple-darwin20 (64-bit)
    Running under: macOS Big Sur 11.7.6
    
    Matrix products: default
    BLAS:   /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRblas.0.dylib 
    LAPACK: /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.11.0
    
    locale:
    [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
    
    time zone: America/Los_Angeles
    tzcode source: internal
    
    attached base packages:
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    loaded via a namespace (and not attached):
     [1] compiler_4.3.1    fastmap_1.1.1     cli_3.6.1         tools_4.3.1      
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     [9] knitr_1.45        jsonlite_1.8.7    xfun_0.41         digest_0.6.34    
    [13] rlang_1.1.1       evaluate_0.23    

Display my machine memory.

memuse::Sys.meminfo()

Totalram:    8.000 GiB 
Freeram:   801.703 MiB 

Load database libraries and the tidyverse frontend:

library(bigrquery)
library(dbplyr)
library(DBI)
library(gt)
library(gtsummary)
library(tidyverse)

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library(memuse)
library(pryr)

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library(R.utils)

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library(lubridate)

Q1. Compile the ICU cohort in HW3 from the Google BigQuery database

Below is an outline of steps. In this homework, we exclusively work with the BigQuery database and should not use any MIMIC data files stored on our local computer. Transform data as much as possible in BigQuery database and collect() the tibble only at the end of Q1.7.

Q1.1 Connect to BigQuery

Authenticate with BigQuery using the service account token. Please place the service account token (shared via BruinLearn) in the working directory (same folder as your qmd file). Do not add this token to your git repository.

# path to the service account token 
satoken <- "biostat-203b-2024-winter-313290ce47a6.json"
# BigQuery authentication using service account
bq_auth(path = satoken)

Connect to BigQuery database mimic4_v2_2 in GCP (Google Cloud Platform), using the project billing account biostat-203b-2024-winter.

# connect to the BigQuery database `biostat-203b-2024-winter.mimic4_v2_2`
con_bq <- dbConnect(
    bigrquery::bigquery(),
    project = "biostat-203b-2024-winter",
    dataset = "mimic4_v2_2",
    billing = "biostat-203b-2024-winter"
)
con_bq

<BigQueryConnection>
  Dataset: biostat-203b-2024-winter.mimic4_v2_2
  Billing: biostat-203b-2024-winter

List all tables in the mimic4_v2_2 database.

dbListTables(con_bq)

 [1] "admissions"         "caregiver"          "chartevents"       
 [4] "d_hcpcs"            "d_icd_diagnoses"    "d_icd_procedures"  
 [7] "d_items"            "d_labitems"         "datetimeevents"    
[10] "diagnoses_icd"      "drgcodes"           "emar"              
[13] "emar_detail"        "hcpcsevents"        "icustays"          
[16] "ingredientevents"   "inputevents"        "labevents"         
[19] "microbiologyevents" "omr"                "outputevents"      
[22] "patients"           "pharmacy"           "poe"               
[25] "poe_detail"         "prescriptions"      "procedureevents"   
[28] "procedures_icd"     "provider"           "services"          
[31] "transfers"         

Q1.2 icustays data

Connect to the icustays table.

# full ICU stays table
icustays_tble <- tbl(con_bq, "icustays") |>
  # show_query() |>
  print(width = Inf)

# Source:   table<icustays> [?? x 8]
# Database: BigQueryConnection
   subject_id  hadm_id  stay_id first_careunit last_careunit 
        <int>    <int>    <int> <chr>          <chr>         
 1   10004113 29879900 35200789 Neuro Stepdown Neuro Stepdown
 2   10018328 23786647 31269608 Neuro Stepdown Neuro Stepdown
 3   10019607 24546857 34178938 Neuro Stepdown Neuro Stepdown
 4   10023994 21824032 30439823 Neuro Stepdown Neuro Stepdown
 5   10028930 26238833 33941522 Neuro Stepdown Neuro Stepdown
 6   10067921 27475639 31097260 Neuro Stepdown Neuro Stepdown
 7   10088776 26138210 39177309 Neuro Stepdown Neuro Stepdown
 8   10088776 27242516 35695123 Neuro Stepdown Neuro Stepdown
 9   10103795 20269407 30619907 Neuro Stepdown Neuro Stepdown
10   10103795 22741814 31411464 Neuro Stepdown Neuro Stepdown
   intime              outtime                los
   <dttm>              <dttm>               <dbl>
 1 2173-03-20 20:16:36 2173-03-21 21:43:59  1.06 
 2 2154-04-24 23:03:44 2154-05-02 15:55:21  7.70 
 3 2167-03-19 17:37:39 2167-03-21 13:12:28  1.82 
 4 2146-07-19 15:32:22 2146-07-20 14:05:53  0.940
 5 2172-08-28 13:11:37 2172-08-29 14:19:35  1.05 
 6 2128-07-15 00:55:00 2128-07-16 11:41:23  1.45 
 7 2156-01-01 17:29:32 2156-01-02 13:35:41  0.838
 8 2155-05-01 15:30:41 2155-05-02 14:59:41  0.978
 9 2176-09-12 00:26:56 2176-09-17 14:52:28  5.60 
10 2176-07-01 19:45:36 2176-07-11 22:07:48 10.1  
# ℹ more rows

Q1.3 admissions data

Connect to the admissions table.

admissions_tble <- tbl(con_bq, "admissions") |>
  print(width = Inf)

# Source:   table<admissions> [?? x 16]
# Database: BigQueryConnection
   subject_id  hadm_id admittime           dischtime           deathtime
        <int>    <int> <dttm>              <dttm>              <dttm>   
 1   10106244 26713233 2147-05-09 10:34:00 2147-05-12 13:43:00 NA       
 2   13700703 20448599 2172-09-25 01:01:00 2172-10-03 13:25:00 NA       
 3   15443666 27961368 2168-12-30 23:30:00 2169-01-05 16:02:00 NA       
 4   16299919 26977065 2193-05-15 08:37:00 2193-05-17 16:03:00 NA       
 5   19596808 26675460 2128-06-04 16:13:00 2128-06-05 11:36:00 NA       
 6   15868868 27142491 2191-08-07 13:06:00 2191-08-11 19:55:00 NA       
 7   11532813 24829571 2160-12-18 06:59:00 2160-12-25 14:40:00 NA       
 8   14527596 28165014 2165-11-28 19:02:00 2165-12-07 17:23:00 NA       
 9   15902500 27166666 2124-10-26 19:37:00 2124-10-28 16:30:00 NA       
10   16625434 25780525 2135-09-05 17:38:00 2135-10-14 15:08:00 NA       
   admission_type    admit_provider_id admission_location    
   <chr>             <chr>             <chr>                 
 1 DIRECT EMER.      <NA>              PHYSICIAN REFERRAL    
 2 OBSERVATION ADMIT <NA>              EMERGENCY ROOM        
 3 OBSERVATION ADMIT <NA>              EMERGENCY ROOM        
 4 OBSERVATION ADMIT <NA>              EMERGENCY ROOM        
 5 EW EMER.          P0038O            EMERGENCY ROOM        
 6 URGENT            P004U7            WALK-IN/SELF REFERRAL 
 7 OBSERVATION ADMIT P004U7            EMERGENCY ROOM        
 8 URGENT            P005HP            TRANSFER FROM HOSPITAL
 9 URGENT            P005HP            TRANSFER FROM HOSPITAL
10 URGENT            P005HP            TRANSFER FROM HOSPITAL
   discharge_location       insurance language marital_status
   <chr>                    <chr>     <chr>    <chr>         
 1 HOME                     Other     ENGLISH  SINGLE        
 2 HOME                     Other     ENGLISH  MARRIED       
 3 HOME HEALTH CARE         Other     ENGLISH  SINGLE        
 4 HOSPICE                  Medicare  ENGLISH  WIDOWED       
 5 HOME                     Medicare  ENGLISH  MARRIED       
 6 HOME HEALTH CARE         Medicare  ENGLISH  SINGLE        
 7 ACUTE HOSPITAL           Medicare  ENGLISH  SINGLE        
 8 HOME                     Medicaid  ?        MARRIED       
 9 HOME                     Medicare  ENGLISH  MARRIED       
10 SKILLED NURSING FACILITY Medicare  ?        SINGLE        
   race                   edregtime           edouttime          
   <chr>                  <dttm>              <dttm>             
 1 WHITE                  NA                  NA                 
 2 WHITE                  2172-09-24 17:38:00 2172-09-25 03:07:00
 3 BLACK/AFRICAN AMERICAN 2168-12-30 11:19:00 2168-12-31 01:22:00
 4 BLACK/AFRICAN AMERICAN 2193-05-15 04:36:00 2193-05-15 14:27:00
 5 WHITE                  2128-06-04 13:25:00 2128-06-04 16:59:00
 6 WHITE                  2191-08-06 18:50:00 2191-08-07 16:30:00
 7 WHITE                  2160-12-17 16:20:00 2160-12-18 08:43:00
 8 BLACK/CARIBBEAN ISLAND NA                  NA                 
 9 BLACK/CAPE VERDEAN     NA                  NA                 
10 WHITE                  NA                  NA                 
   hospital_expire_flag
                  <int>
 1                    0
 2                    0
 3                    0
 4                    0
 5                    0
 6                    0
 7                    0
 8                    0
 9                    0
10                    0
# ℹ more rows

Q1.4 patients data

Connect to the patients table.

patients_tble <- tbl(con_bq, "patients") |>
  print(width = Inf)

# Source:   table<patients> [?? x 6]
# Database: BigQueryConnection
   subject_id gender anchor_age anchor_year anchor_year_group dod   
        <int> <chr>       <int>       <int> <chr>             <date>
 1   10078138 F              18        2110 2017 - 2019       NA    
 2   10180372 M              18        2110 2008 - 2010       NA    
 3   10686175 M              18        2110 2011 - 2013       NA    
 4   10851602 F              18        2110 2014 - 2016       NA    
 5   10902424 F              18        2110 2017 - 2019       NA    
 6   11092326 M              18        2110 2008 - 2010       NA    
 7   11289691 F              18        2110 2017 - 2019       NA    
 8   11595073 M              18        2110 2011 - 2013       NA    
 9   11739764 F              18        2110 2017 - 2019       NA    
10   11776346 F              18        2110 2008 - 2010       NA    
# ℹ more rows

Q1.5 labevents data

Connect to the labevents table and retrieve a subset that only contain subjects who appear in icustays_tble and the lab items listed in HW3. Only keep the last lab measurements before the ICU stay and pivot lab items to become variables/columns. Write all steps in one chain of pipes.

labevents_tble <- tbl(con_bq, "labevents")
icustays_tble <- tbl(con_bq,"icustays")
specific_items <- c(50912, 50971, 50983, 50902, 50882, 51221, 51301, 50931)

final_labevents <- labevents_tble |>
  inner_join(icustays_tble, by = c("subject_id", "hadm_id")) |>
  filter(itemid %in% specific_items) |>
  group_by(subject_id, itemid) |>
  slice_max(order_by = storetime,n = 1) |>
  ungroup() |>
  pivot_wider(names_from = itemid, values_from = value) |>
  select(subject_id, stay_id, '50912', '50971', '50983', '50902', '50882', '51221', '51301', '50931') |>
  rename(
    creatinine = '50912',
    potassium = '50971',
    sodium = '50983',
    chloride = '50902',
    bicarbonate = '50882',
    hematocrit = '51221',
    white_blood_cell_count = '51301',
    glucose = '50931'
  ) |>
  group_by(subject_id, stay_id) |>
  summarise(
    creatinine = max(creatinine, na.rm = TRUE),
    potassium = max(potassium, na.rm = TRUE),
    sodium = max(sodium, na.rm = TRUE),
    chloride = max(chloride, na.rm = TRUE),
    bicarbonate = max(bicarbonate, na.rm = TRUE),
    hematocrit = max(hematocrit, na.rm = TRUE),
    white_blood_cell_count = max(white_blood_cell_count, na.rm = TRUE),
    glucose = max(glucose, na.rm = TRUE),
    .groups = 'drop'
  )

print(width = Inf,final_labevents)

# Source:   SQL [?? x 10]
# Database: BigQueryConnection
   subject_id  stay_id creatinine potassium sodium chloride bicarbonate
        <int>    <int> <chr>      <chr>     <chr>  <chr>    <chr>      
 1   10035631 30932571 2.1        4.9       135    98       20         
 2   10062522 32368118 1.1        3.8       140    105      24         
 3   10078933 38636933 0.6        3.6       137    100      30         
 4   10131771 32851340 0.7        3.7       136    103      26         
 5   10160477 36822883 1.3        3.9       140    103      27         
 6   10254249 30912037 0.9        4.6       ___    95       28         
 7   10281759 31840907 0.8        ___       ___    98       36         
 8   10311956 36577532 0.6        4.7       136    103      24         
 9   10318188 39267332 1.0        3.7       140    98       39         
10   10370642 38975964 0.4        4.0       138    100      24         
   hematocrit white_blood_cell_count glucose
   <chr>      <chr>                  <chr>  
 1 27.8       0.1                    ___    
 2 47.6       12.1                   ___    
 3 30.4       11.6                   ___    
 4 28.0       10.9                   121    
 5 45.4       11.8                   ___    
 6 25.4       10.4                   ___    
 7 29.6       4.1                    ___    
 8 32.0       11.8                   ___    
 9 31.9       8.6                    ___    
10 36.8       7.4                    ___    
# ℹ more rows

Q1.6 chartevents data

Connect to chartevents table and retrieve a subset that only contain subjects who appear in icustays_tble and the chart events listed in HW3. Only keep the first chart events during ICU stay and pivot chart events to become variables/columns. Write all steps in one chain of pipes.

chartevents_tble <- tbl(con_bq, "chartevents")

final_chartevents <- chartevents_tble |>
  filter(itemid %in% c(220045, 220179, 220180, 223761, 220210)) |>
  inner_join(icustays_tble, by = c("subject_id", "hadm_id","stay_id")) |>
  group_by(subject_id,hadm_id,stay_id) |>
  slice_max(order_by = storetime, n = 1) |>
  ungroup() |>
  pivot_wider(names_from = itemid, values_from = value) |>
  select(subject_id, stay_id,'220045','220179', '220180', '223761', '220210') |>
  rename(
    heartrate = '220045',
    systolic_non_invasive_blood_pressure = '220179',
    diastolic_non_invasive_blood_pressure = '220180',
    temperature_Fahrenheit = '223761',
    respiratory_rate = '220210'
  ) |>
  group_by(subject_id, stay_id)  |>
  summarise(
    heartrate = max(heartrate, na.rm = TRUE),
    systolic_non_invasive_blood_pressure = max(systolic_non_invasive_blood_pressure, na.rm = TRUE),
    diastolic_non_invasive_blood_pressure = max(diastolic_non_invasive_blood_pressure, na.rm = TRUE),
    temperature_Fahrenheit = max(temperature_Fahrenheit, na.rm = TRUE),
    respiratory_rate = max(respiratory_rate, na.rm = TRUE),
    .groups = 'drop'
  )
print(width = Inf,final_chartevents)

# Source:   SQL [?? x 7]
# Database: BigQueryConnection
   subject_id  stay_id heartrate systolic_non_invasive_blood_pressure
        <int>    <int> <chr>     <chr>                               
 1   10017492 36871784 78        70                                  
 2   10618469 36933984 66        119                                 
 3   10666715 32430020 100       92                                  
 4   11179809 39794132 62        144                                 
 5   11242716 39036829 78        <NA>                                
 6   12035353 31524439 <NA>      130                                 
 7   12299830 37176455 64        125                                 
 8   12589504 38293459 59        138                                 
 9   13261557 32070723 80        111                                 
10   13261557 36402023 <NA>      <NA>                                
   diastolic_non_invasive_blood_pressure temperature_Fahrenheit respiratory_rate
   <chr>                                 <chr>                  <chr>           
 1 34                                    <NA>                   35              
 2 62                                    <NA>                   20              
 3 69                                    <NA>                   20              
 4 65                                    <NA>                   15              
 5 <NA>                                  <NA>                   19              
 6 63                                    <NA>                   <NA>            
 7 65                                    <NA>                   11              
 8 59                                    <NA>                   14              
 9 59                                    <NA>                   21              
10 <NA>                                  <NA>                   21              
# ℹ more rows

Q1.7 Put things together

This step is similar to Q7 of HW3. Using one chain of pipes |> to perform following data wrangling steps: (i) start with the icustays_tble, (ii) merge in admissions and patients tables, (iii) keep adults only (age at ICU intime >= 18), (iv) merge in the labevents and chartevents tables, (v) collect the tibble.

mimic_icu_cohort <- icustays_tble |>
  inner_join(admissions_tble, by = c("subject_id", "hadm_id")) |>
  inner_join(patients_tble, by = "subject_id") |>
  filter(anchor_age >= 18) |>
  left_join(final_labevents, by = c("subject_id", "stay_id")) |>
  left_join(final_chartevents, by = c("subject_id", "stay_id")) |>
  collect()
print(width=Inf, mimic_icu_cohort)

# A tibble: 73,181 × 40
   subject_id  hadm_id  stay_id first_careunit                                  
        <int>    <int>    <int> <chr>                                           
 1   10106244 26713233 34344296 Coronary Care Unit (CCU)                        
 2   15443666 27961368 39190279 Cardiac Vascular Intensive Care Unit (CVICU)    
 3   15868868 27142491 30580878 Medical Intensive Care Unit (MICU)              
 4   10433099 28593361 31272962 Surgical Intensive Care Unit (SICU)             
 5   12862321 27343985 32737479 Medical Intensive Care Unit (MICU)              
 6   13730554 28211964 35400714 Medical/Surgical Intensive Care Unit (MICU/SICU)
 7   15937283 27744628 30169468 Coronary Care Unit (CCU)                        
 8   15937283 27744628 39169749 Medical Intensive Care Unit (MICU)              
 9   19643038 29928288 32947476 Medical Intensive Care Unit (MICU)              
10   10122346 23337243 30908451 Medical/Surgical Intensive Care Unit (MICU/SICU)
   last_careunit                                    intime             
   <chr>                                            <dttm>             
 1 Coronary Care Unit (CCU)                         2147-05-09 10:35:46
 2 Cardiac Vascular Intensive Care Unit (CVICU)     2168-12-31 00:19:16
 3 Medical Intensive Care Unit (MICU)               2191-08-07 15:29:06
 4 Surgical Intensive Care Unit (SICU)              2148-12-27 11:04:22
 5 Medical Intensive Care Unit (MICU)               2190-09-26 15:37:51
 6 Medical/Surgical Intensive Care Unit (MICU/SICU) 2157-11-24 22:10:57
 7 Coronary Care Unit (CCU)                         2188-01-10 20:28:19
 8 Medical Intensive Care Unit (MICU)               2188-01-06 22:14:52
 9 Medical Intensive Care Unit (MICU)               2160-09-22 02:56:29
10 Medical/Surgical Intensive Care Unit (MICU/SICU) 2136-06-29 01:35:13
   outtime                los admittime           dischtime           deathtime
   <dttm>               <dbl> <dttm>              <dttm>              <dttm>   
 1 2147-05-11 23:45:18  2.55  2147-05-09 10:34:00 2147-05-12 13:43:00 NA       
 2 2168-12-31 17:18:37  0.708 2168-12-30 23:30:00 2169-01-05 16:02:00 NA       
 3 2191-08-09 18:32:48  2.13  2191-08-07 13:06:00 2191-08-11 19:55:00 NA       
 4 2149-02-01 16:40:53 36.2   2148-12-24 20:41:00 2149-02-01 14:30:00 NA       
 5 2190-10-09 14:47:47 13.0   2190-09-25 13:53:00 2190-10-15 14:48:00 NA       
 6 2157-11-25 22:37:41  1.02  2157-11-23 16:22:00 2157-11-29 15:22:00 NA       
 7 2188-01-12 21:05:46  2.03  2188-01-05 14:22:00 2188-01-13 19:05:00 NA       
 8 2188-01-09 17:28:09  2.80  2188-01-05 14:22:00 2188-01-13 19:05:00 NA       
 9 2160-09-22 18:41:04  0.656 2160-09-21 22:32:00 2160-09-25 19:25:00 NA       
10 2136-07-02 16:21:05  3.62  2136-06-28 19:23:00 2136-07-07 15:30:00 NA       
   admission_type    admit_provider_id admission_location   
   <chr>             <chr>             <chr>                
 1 DIRECT EMER.      <NA>              PHYSICIAN REFERRAL   
 2 OBSERVATION ADMIT <NA>              EMERGENCY ROOM       
 3 URGENT            P004U7            WALK-IN/SELF REFERRAL
 4 EW EMER.          P005HP            EMERGENCY ROOM       
 5 EW EMER.          P005HP            EMERGENCY ROOM       
 6 EW EMER.          P005HP            EMERGENCY ROOM       
 7 EW EMER.          P005HP            EMERGENCY ROOM       
 8 EW EMER.          P005HP            EMERGENCY ROOM       
 9 DIRECT EMER.      P005HP            PHYSICIAN REFERRAL   
10 EW EMER.          P006BO            EMERGENCY ROOM       
   discharge_location           insurance language marital_status
   <chr>                        <chr>     <chr>    <chr>         
 1 HOME                         Other     ENGLISH  SINGLE        
 2 HOME HEALTH CARE             Other     ENGLISH  SINGLE        
 3 HOME HEALTH CARE             Medicare  ENGLISH  SINGLE        
 4 CHRONIC/LONG TERM ACUTE CARE Other     ENGLISH  MARRIED       
 5 REHAB                        Other     ?        MARRIED       
 6 HOME                         Medicaid  ENGLISH  WIDOWED       
 7 HOME HEALTH CARE             Medicare  ENGLISH  DIVORCED      
 8 HOME HEALTH CARE             Medicare  ENGLISH  DIVORCED      
 9 HOME HEALTH CARE             Medicare  ENGLISH  MARRIED       
10 AGAINST ADVICE               Other     ENGLISH  SINGLE        
   race                   edregtime           edouttime          
   <chr>                  <dttm>              <dttm>             
 1 WHITE                  NA                  NA                 
 2 BLACK/AFRICAN AMERICAN 2168-12-30 11:19:00 2168-12-31 01:22:00
 3 WHITE                  2191-08-06 18:50:00 2191-08-07 16:30:00
 4 BLACK/AFRICAN AMERICAN 2148-12-24 16:17:00 2148-12-24 22:51:00
 5 ASIAN                  2190-09-25 08:58:00 2190-09-25 16:15:00
 6 WHITE - RUSSIAN        2157-11-23 11:51:00 2157-11-23 19:36:00
 7 WHITE                  2188-01-05 11:56:00 2188-01-05 15:47:00
 8 WHITE                  2188-01-05 11:56:00 2188-01-05 15:47:00
 9 BLACK/AFRICAN AMERICAN NA                  NA                 
10 WHITE                  2136-06-28 15:38:00 2136-06-29 02:47:00
   hospital_expire_flag gender anchor_age anchor_year anchor_year_group
                  <int> <chr>       <int>       <int> <chr>            
 1                    0 F              60        2144 2011 - 2013      
 2                    0 F              75        2167 2014 - 2016      
 3                    0 M              80        2190 2014 - 2016      
 4                    0 M              62        2147 2008 - 2010      
 5                    0 F              55        2189 2008 - 2010      
 6                    0 F              61        2155 2008 - 2010      
 7                    0 F              50        2183 2008 - 2010      
 8                    0 F              50        2183 2008 - 2010      
 9                    0 M              49        2155 2008 - 2010      
10                    0 M              36        2136 2008 - 2010      
   dod        creatinine potassium sodium chloride bicarbonate hematocrit
   <date>     <chr>      <chr>     <chr>  <chr>    <chr>       <chr>     
 1 NA         0.8        4.2       139    101      28          37.2      
 2 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 3 2191-10-20 <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 4 NA         7.4        4.0       140    98       30          31.7      
 5 2198-07-28 <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 6 NA         0.9        3.3       147    104      31          35.0      
 7 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 8 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
 9 NA         2.2        5.0       138    104      23          30.9      
10 NA         <NA>       <NA>      <NA>   <NA>     <NA>        <NA>      
   white_blood_cell_count glucose heartrate systolic_non_invasive_blood_pressure
   <chr>                  <chr>   <chr>     <chr>                               
 1 9.4                    ___     76        126                                 
 2 <NA>                   <NA>    65        146                                 
 3 <NA>                   <NA>    64        114                                 
 4 11.0                   150     91        108                                 
 5 <NA>                   <NA>    <NA>      125                                 
 6 5.9                    ___     <NA>      <NA>                                
 7 <NA>                   <NA>    87        94                                  
 8 <NA>                   <NA>    80        115                                 
 9 5.4                    ___     96        131                                 
10 <NA>                   <NA>    74        <NA>                                
   diastolic_non_invasive_blood_pressure temperature_Fahrenheit respiratory_rate
   <chr>                                 <chr>                  <chr>           
 1 57                                    <NA>                   19              
 2 95                                    98                     28              
 3 48                                    <NA>                   19              
 4 54                                    98.1                   20              
 5 73                                    <NA>                   <NA>            
 6 <NA>                                  98.9                   <NA>            
 7 48                                    99.2                   19              
 8 50                                    <NA>                   17              
 9 86                                    <NA>                   27              
10 <NA>                                  <NA>                   12              
# ℹ 73,171 more rows

Q1.8 Preprocessing

Perform the following preprocessing steps. (i) Lump infrequent levels into “Other” level for first_careunit, last_careunit, admission_type, admission_location, and discharge_location. (ii) Collapse the levels of race into ASIAN, BLACK, HISPANIC, WHITE, and Other. (iii) Create a new variable los_long that is TRUE when los is greater than or equal to 2 days. (iv) Summarize the data using tbl_summary(), stratified by los_long. Hint: fct_lump and fct_collapse from the forcats package can be useful.

Hint: Below is a numerical summary of my tibble after preprocessing:

processed_data <- mimic_icu_cohort |> 
  mutate(across(c(first_careunit, last_careunit, admission_type, admission_location, discharge_location),
                ~fct_lump(., prop = 0.05, other_level = "Other"))) |>
  mutate(race = case_when(
    str_detect(race, regex("asian", ignore_case = TRUE)) ~ "ASIAN",
    str_detect(race, regex("black", ignore_case = TRUE)) ~ "BLACK",
    str_detect(race, regex("hispanic", ignore_case = TRUE)) ~ "HISPANIC",
    str_detect(race, regex("white", ignore_case = TRUE)) ~ "WHITE",
    TRUE ~ "Other"
  )) |>
  mutate(los_long = los >= 2) |>
  tbl_summary(by = los_long,
              type = all_continuous() ~ "continuous2",
              missing = "no") |>
  add_n()
processed_data

Characteristic	N	FALSE, N = 38,0501	TRUE, N = 35,1311
subject_id	73,181
Median (IQR)		15,002,798 (12,488,949, 17,523,219)	14,995,832 (12,498,337, 17,496,102)
hadm_id	73,181
Median (IQR)		24,949,943 (22,469,194, 27,466,877)	24,995,222 (22,499,999, 27,473,223)
stay_id	73,181
Median (IQR)		35,026,375 (32,509,262, 37,504,248)	34,960,130 (32,470,375, 37,471,693)
first_careunit	73,181
Cardiac Vascular Intensive Care Unit (CVICU)		5,827 (15%)	5,755 (16%)
Coronary Care Unit (CCU)		4,117 (11%)	4,194 (12%)
Medical Intensive Care Unit (MICU)		8,782 (23%)	7,116 (20%)
Medical/Surgical Intensive Care Unit (MICU/SICU)		7,147 (19%)	5,586 (16%)
Surgical Intensive Care Unit (SICU)		5,654 (15%)	5,507 (16%)
Trauma SICU (TSICU)		4,464 (12%)	4,228 (12%)
Other		2,059 (5.4%)	2,745 (7.8%)
last_careunit	73,181
Cardiac Vascular Intensive Care Unit (CVICU)		5,773 (15%)	5,614 (16%)
Coronary Care Unit (CCU)		4,149 (11%)	4,242 (12%)
Medical Intensive Care Unit (MICU)		8,929 (23%)	7,903 (22%)
Medical/Surgical Intensive Care Unit (MICU/SICU)		7,051 (19%)	5,303 (15%)
Surgical Intensive Care Unit (SICU)		5,665 (15%)	5,344 (15%)
Trauma SICU (TSICU)		4,414 (12%)	3,826 (11%)
Other		2,069 (5.4%)	2,899 (8.3%)
intime	73,181
Range		2110-01-11 10:16:06 to 2211-01-05 10:59:50	2110-01-12 00:54:00 to 2211-11-09 03:33:00
outtime	73,181
Range		2110-01-12 17:17:47 to 2211-01-06 17:00:09	2110-01-14 22:07:39 to 2211-11-11 18:34:18
los	73,181
Median (IQR)		1.1 (0.8, 1.5)	3.8 (2.7, 6.6)
admittime	73,181
Range		2110-01-11 10:14:00 to 2211-01-05 10:58:00	2110-01-11 19:58:00 to 2211-11-09 02:26:00
dischtime	73,181
Range		2110-01-15 17:31:00 to 2211-01-07 16:30:00	2110-01-17 16:00:00 to 2211-11-11 18:15:00
deathtime	8,321
Range		2110-02-08 to 2210-09-16 02:00:00	2110-01-25 09:40:00 to 2211-01-17 12:34:00
admission_type	73,181
EW EMER.		20,735 (54%)	17,937 (51%)
OBSERVATION ADMIT		4,329 (11%)	4,645 (13%)
SURGICAL SAME DAY ADMISSION		4,340 (11%)	3,033 (8.6%)
URGENT		5,494 (14%)	6,959 (20%)
Other		3,152 (8.3%)	2,557 (7.3%)
admit_provider_id	73,179
P004U7		0 (0%)	1 (<0.1%)
P005HP		2 (<0.1%)	4 (<0.1%)
P006BO		1 (<0.1%)	5 (<0.1%)
P00F5G		21 (<0.1%)	32 (<0.1%)
P00F9E		0 (0%)	1 (<0.1%)
P00H5D		8 (<0.1%)	8 (<0.1%)
P00ORI		54 (0.1%)	66 (0.2%)
P00P3O		33 (<0.1%)	25 (<0.1%)
P00S2Q		0 (0%)	1 (<0.1%)
P00WUU		1 (<0.1%)	0 (0%)
P0102I		0 (0%)	1 (<0.1%)
P01210		5 (<0.1%)	2 (<0.1%)
P01C1Y		4 (<0.1%)	5 (<0.1%)
P01HY0		2 (<0.1%)	1 (<0.1%)
P01LRQ		703 (1.8%)	565 (1.6%)
P01T18		162 (0.4%)	317 (0.9%)
P01WHF		2 (<0.1%)	3 (<0.1%)
P01YWO		2 (<0.1%)	0 (0%)
P026SX		2 (<0.1%)	0 (0%)
P0297D		8 (<0.1%)	5 (<0.1%)
P02A4Y		0 (0%)	1 (<0.1%)
P02BEI		2 (<0.1%)	0 (0%)
P02C77		2 (<0.1%)	0 (0%)
P02KUE		1 (<0.1%)	0 (0%)
P02PDX		1 (<0.1%)	0 (0%)
P02ZFH		1 (<0.1%)	0 (0%)
P031HZ		313 (0.8%)	282 (0.8%)
P031ME		2 (<0.1%)	1 (<0.1%)
P033GV		1 (<0.1%)	0 (0%)
P035LV		10 (<0.1%)	5 (<0.1%)
P039RH		529 (1.4%)	412 (1.2%)
P03G4D		318 (0.8%)	338 (1.0%)
P03HS5		1 (<0.1%)	0 (0%)
P03MDI		10 (<0.1%)	9 (<0.1%)
P03N1K		0 (0%)	1 (<0.1%)
P03QT6		4 (<0.1%)	12 (<0.1%)
P03YK3		3 (<0.1%)	0 (0%)
P03YMR		358 (0.9%)	312 (0.9%)
P04CZP		2 (<0.1%)	0 (0%)
P04HH6		0 (0%)	1 (<0.1%)
P04HSW		3 (<0.1%)	2 (<0.1%)
P04K3T		2 (<0.1%)	3 (<0.1%)
P04O6M		5 (<0.1%)	3 (<0.1%)
P04RVF		1 (<0.1%)	0 (0%)
P04SG1		1 (<0.1%)	0 (0%)
P04VJO		0 (0%)	2 (<0.1%)
P04W4S		21 (<0.1%)	8 (<0.1%)
P04X8Y		166 (0.4%)	187 (0.5%)
P04ZFH		2 (<0.1%)	4 (<0.1%)
P056IR		5 (<0.1%)	0 (0%)
P058QY		1 (<0.1%)	0 (0%)
P059D0		5 (<0.1%)	3 (<0.1%)
P05BRR		60 (0.2%)	30 (<0.1%)
P05F2F		1 (<0.1%)	2 (<0.1%)
P05GC5		1 (<0.1%)	1 (<0.1%)
P05HKP		19 (<0.1%)	42 (0.1%)
P05HUO		15 (<0.1%)	17 (<0.1%)
P05L83		2 (<0.1%)	3 (<0.1%)
P05LBO		1 (<0.1%)	0 (0%)
P05MG1		3 (<0.1%)	1 (<0.1%)
P05WNT		2 (<0.1%)	3 (<0.1%)
P069ZP		0 (0%)	1 (<0.1%)
P06BFR		36 (<0.1%)	21 (<0.1%)
P06DJG		2 (<0.1%)	5 (<0.1%)
P06HZP		2 (<0.1%)	1 (<0.1%)
P06LO5		6 (<0.1%)	4 (<0.1%)
P06PSN		3 (<0.1%)	2 (<0.1%)
P06SCT		8 (<0.1%)	7 (<0.1%)
P06WOF		0 (0%)	1 (<0.1%)
P0713Z		1 (<0.1%)	0 (0%)
P071A6		9 (<0.1%)	15 (<0.1%)
P072C5		614 (1.6%)	481 (1.4%)
P0778Y		2 (<0.1%)	2 (<0.1%)
P07HDB		202 (0.5%)	186 (0.5%)
P07T6J		4 (<0.1%)	3 (<0.1%)
P07UJ9		64 (0.2%)	38 (0.1%)
P07VDQ		1 (<0.1%)	1 (<0.1%)
P07XA0		7 (<0.1%)	5 (<0.1%)
P07Y1E		5 (<0.1%)	1 (<0.1%)
P083H2		3 (<0.1%)	10 (<0.1%)
P08437		7 (<0.1%)	0 (0%)
P086RC		4 (<0.1%)	4 (<0.1%)
P08904		13 (<0.1%)	4 (<0.1%)
P089NR		1 (<0.1%)	1 (<0.1%)
P08BV8		116 (0.3%)	79 (0.2%)
P08BVE		25 (<0.1%)	24 (<0.1%)
P08GX1		0 (0%)	1 (<0.1%)
P08RVB		1 (<0.1%)	0 (0%)
P08S8F		12 (<0.1%)	8 (<0.1%)
P08YAB		6 (<0.1%)	4 (<0.1%)
P08ZLF		22 (<0.1%)	11 (<0.1%)
P0921C		1 (<0.1%)	0 (0%)
P09DV8		107 (0.3%)	127 (0.4%)
P09FFQ		0 (0%)	1 (<0.1%)
P09IS0		367 (1.0%)	368 (1.0%)
P09JO2		1 (<0.1%)	0 (0%)
P09JTY		1 (<0.1%)	0 (0%)
P09Q6Y		46 (0.1%)	58 (0.2%)
P09SHG		11 (<0.1%)	11 (<0.1%)
P09VI4		4 (<0.1%)	5 (<0.1%)
P09WIF		1 (<0.1%)	0 (0%)
P09WQ2		1 (<0.1%)	0 (0%)
P09WR8		49 (0.1%)	42 (0.1%)
P09WS1		3 (<0.1%)	0 (0%)
P100U2		23 (<0.1%)	22 (<0.1%)
P1037P		242 (0.6%)	241 (0.7%)
P104SU		6 (<0.1%)	5 (<0.1%)
P108BH		1 (<0.1%)	1 (<0.1%)
P10G0Z		7 (<0.1%)	14 (<0.1%)
P10HT9		1 (<0.1%)	2 (<0.1%)
P10IKV		2 (<0.1%)	2 (<0.1%)
P10LXR		19 (<0.1%)	26 (<0.1%)
P10QHT		13 (<0.1%)	8 (<0.1%)
P10WWR		124 (0.3%)	137 (0.4%)
P113P1		0 (0%)	1 (<0.1%)
P11ARB		5 (<0.1%)	0 (0%)
P11CH5		23 (<0.1%)	29 (<0.1%)
P11KJC		0 (0%)	1 (<0.1%)
P11LTS		3 (<0.1%)	3 (<0.1%)
P11QW0		2 (<0.1%)	0 (0%)
P122OI		2 (<0.1%)	1 (<0.1%)
P122SD		11 (<0.1%)	10 (<0.1%)
P12GDA		10 (<0.1%)	14 (<0.1%)
P12GMU		1 (<0.1%)	0 (0%)
P12HNH		10 (<0.1%)	17 (<0.1%)
P12KMK		9 (<0.1%)	4 (<0.1%)
P12M05		1 (<0.1%)	0 (0%)
P12T7B		1 (<0.1%)	2 (<0.1%)
P12TZL		1 (<0.1%)	0 (0%)
P12U90		2 (<0.1%)	1 (<0.1%)
P12UQ6		18 (<0.1%)	18 (<0.1%)
P12V2M		0 (0%)	1 (<0.1%)
P12Z1N		17 (<0.1%)	12 (<0.1%)
P132L1		11 (<0.1%)	1 (<0.1%)
P1339X		16 (<0.1%)	25 (<0.1%)
P137DC		21 (<0.1%)	15 (<0.1%)
P1380I		1 (<0.1%)	0 (0%)
P138WD		2 (<0.1%)	2 (<0.1%)
P13E4P		0 (0%)	1 (<0.1%)
P13MKD		14 (<0.1%)	13 (<0.1%)
P13MPH		4 (<0.1%)	1 (<0.1%)
P13NQ3		32 (<0.1%)	6 (<0.1%)
P13RT0		3 (<0.1%)	2 (<0.1%)
P13TS7		17 (<0.1%)	26 (<0.1%)
P13VNA		7 (<0.1%)	8 (<0.1%)
P13WAF		22 (<0.1%)	11 (<0.1%)
P13ZKD		38 (<0.1%)	19 (<0.1%)
P13ZRJ		109 (0.3%)	85 (0.2%)
P1406U		1 (<0.1%)	1 (<0.1%)
P14622		20 (<0.1%)	12 (<0.1%)
P146T2		7 (<0.1%)	2 (<0.1%)
P147HV		99 (0.3%)	106 (0.3%)
P148ZT		0 (0%)	1 (<0.1%)
P14D72		10 (<0.1%)	8 (<0.1%)
P14MP7		2 (<0.1%)	3 (<0.1%)
P14T6E		8 (<0.1%)	5 (<0.1%)
P14TS2		2 (<0.1%)	4 (<0.1%)
P14VBX		3 (<0.1%)	2 (<0.1%)
P157UG		19 (<0.1%)	13 (<0.1%)
P159ZO		7 (<0.1%)	2 (<0.1%)
P15ABH		1 (<0.1%)	2 (<0.1%)
P15D9X		5 (<0.1%)	8 (<0.1%)
P15JOU		6 (<0.1%)	3 (<0.1%)
P15K4J		2 (<0.1%)	0 (0%)
P15LCK		6 (<0.1%)	15 (<0.1%)
P15LLA		1 (<0.1%)	0 (0%)
P15Q4A		3 (<0.1%)	1 (<0.1%)
P15Q8N		25 (<0.1%)	26 (<0.1%)
P15SV1		0 (0%)	1 (<0.1%)
P1637J		2 (<0.1%)	5 (<0.1%)
P16C7J		103 (0.3%)	84 (0.2%)
P16DN8		1 (<0.1%)	2 (<0.1%)
P16FST		1 (<0.1%)	2 (<0.1%)
P16GD0		3 (<0.1%)	4 (<0.1%)
P16MD7		7 (<0.1%)	8 (<0.1%)
P16UZC		36 (<0.1%)	20 (<0.1%)
P1706R		3 (<0.1%)	6 (<0.1%)
P172D4		56 (0.1%)	42 (0.1%)
P17ARV		98 (0.3%)	136 (0.4%)
P17BJ5		460 (1.2%)	366 (1.0%)
P17DYL		14 (<0.1%)	10 (<0.1%)
P17H5G		7 (<0.1%)	8 (<0.1%)
P17HKE		10 (<0.1%)	11 (<0.1%)
P17LTO		16 (<0.1%)	28 (<0.1%)
P17MK7		299 (0.8%)	273 (0.8%)
P17Q03		4 (<0.1%)	1 (<0.1%)
P17RKF		2 (<0.1%)	3 (<0.1%)
P17YHV		22 (<0.1%)	33 (<0.1%)
P182AE		70 (0.2%)	74 (0.2%)
P186PU		3 (<0.1%)	2 (<0.1%)
P187JB		2 (<0.1%)	1 (<0.1%)
P189MF		2 (<0.1%)	4 (<0.1%)
P18HC0		0 (0%)	2 (<0.1%)
P18I28		56 (0.1%)	57 (0.2%)
P18PNB		12 (<0.1%)	5 (<0.1%)
P18R3Y		14 (<0.1%)	11 (<0.1%)
P18S80		8 (<0.1%)	13 (<0.1%)
P18TD8		3 (<0.1%)	7 (<0.1%)
P18UGC		7 (<0.1%)	7 (<0.1%)
P18ZIQ		6 (<0.1%)	3 (<0.1%)
P1904G		26 (<0.1%)	19 (<0.1%)
P196BZ		1 (<0.1%)	0 (0%)
P197KV		80 (0.2%)	57 (0.2%)
P19FG5		12 (<0.1%)	7 (<0.1%)
P19IZ6		1 (<0.1%)	0 (0%)
P19J2F		24 (<0.1%)	12 (<0.1%)
P19O7N		59 (0.2%)	50 (0.1%)
P19OCO		2 (<0.1%)	2 (<0.1%)
P19PFS		1 (<0.1%)	0 (0%)
P19QFH		3 (<0.1%)	0 (0%)
P19RDH		2 (<0.1%)	0 (0%)
P19S1D		0 (0%)	2 (<0.1%)
P19SWB		325 (0.9%)	297 (0.8%)
P19UWB		11 (<0.1%)	8 (<0.1%)
P19W9V		12 (<0.1%)	11 (<0.1%)
P19YR4		11 (<0.1%)	6 (<0.1%)
P19Z9T		2 (<0.1%)	0 (0%)
P20301		13 (<0.1%)	14 (<0.1%)
P203BW		32 (<0.1%)	39 (0.1%)
P204LI		29 (<0.1%)	24 (<0.1%)
P2059M		7 (<0.1%)	4 (<0.1%)
P206E7		9 (<0.1%)	6 (<0.1%)
P206VP		3 (<0.1%)	6 (<0.1%)
P20BXB		1 (<0.1%)	1 (<0.1%)
P20D4W		4 (<0.1%)	0 (0%)
P20DGX		74 (0.2%)	80 (0.2%)
P20E5L		14 (<0.1%)	12 (<0.1%)
P20FYO		3 (<0.1%)	6 (<0.1%)
P20N5X		152 (0.4%)	101 (0.3%)
P20Q3Q		20 (<0.1%)	47 (0.1%)
P20S64		0 (0%)	1 (<0.1%)
P219EM		1 (<0.1%)	0 (0%)
P21E4S		0 (0%)	3 (<0.1%)
P21E8R		8 (<0.1%)	2 (<0.1%)
P21H1O		14 (<0.1%)	11 (<0.1%)
P21L2V		2 (<0.1%)	0 (0%)
P21O0J		9 (<0.1%)	9 (<0.1%)
P21SC7		31 (<0.1%)	17 (<0.1%)
P21TYH		0 (0%)	1 (<0.1%)
P21X87		11 (<0.1%)	8 (<0.1%)
P21ZEX		50 (0.1%)	47 (0.1%)
P223FR		3 (<0.1%)	4 (<0.1%)
P225WY		1 (<0.1%)	0 (0%)
P22CUY		4 (<0.1%)	0 (0%)
P22DRW		1 (<0.1%)	2 (<0.1%)
P22HUI		4 (<0.1%)	0 (0%)
P22KLQ		13 (<0.1%)	7 (<0.1%)
P22M16		18 (<0.1%)	22 (<0.1%)
P22S8H		1 (<0.1%)	1 (<0.1%)
P22U9S		2 (<0.1%)	6 (<0.1%)
P22UGT		0 (0%)	2 (<0.1%)
P22XLZ		1 (<0.1%)	2 (<0.1%)
P22ZKD		2 (<0.1%)	2 (<0.1%)
P231YL		4 (<0.1%)	3 (<0.1%)
P233F6		280 (0.7%)	232 (0.7%)
P234XU		4 (<0.1%)	1 (<0.1%)
P2358X		3 (<0.1%)	1 (<0.1%)
P23AIQ		3 (<0.1%)	1 (<0.1%)
P23H3E		9 (<0.1%)	4 (<0.1%)
P23HY1		5 (<0.1%)	3 (<0.1%)
P23IYW		1 (<0.1%)	1 (<0.1%)
P23PBB		14 (<0.1%)	15 (<0.1%)
P23T1W		34 (<0.1%)	35 (<0.1%)
P23TUU		1 (<0.1%)	3 (<0.1%)
P23URY		164 (0.4%)	216 (0.6%)
P23Y5G		97 (0.3%)	72 (0.2%)
P2424N		1 (<0.1%)	2 (<0.1%)
P247KZ		0 (0%)	1 (<0.1%)
P24BXC		4 (<0.1%)	10 (<0.1%)
P24FQR		1 (<0.1%)	0 (0%)
P24G5Q		5 (<0.1%)	2 (<0.1%)
P24OF3		1 (<0.1%)	2 (<0.1%)
P24Z3U		1 (<0.1%)	0 (0%)
P254TN		1 (<0.1%)	2 (<0.1%)
P257ZL		13 (<0.1%)	9 (<0.1%)
P258G9		0 (0%)	2 (<0.1%)
P258WU		8 (<0.1%)	7 (<0.1%)
P259GB		10 (<0.1%)	17 (<0.1%)
P25H29		52 (0.1%)	43 (0.1%)
P25J14		0 (0%)	1 (<0.1%)
P25J4Q		54 (0.1%)	44 (0.1%)
P25KCK		7 (<0.1%)	5 (<0.1%)
P25U4M		32 (<0.1%)	29 (<0.1%)
P25XDB		25 (<0.1%)	25 (<0.1%)
P25XZU		0 (0%)	1 (<0.1%)
P25YV8		1 (<0.1%)	0 (0%)
P260IQ		1 (<0.1%)	0 (0%)
P2672K		0 (0%)	1 (<0.1%)
P26BSW		44 (0.1%)	43 (0.1%)
P26C3Q		1 (<0.1%)	0 (0%)
P26CO4		6 (<0.1%)	0 (0%)
P26OVE		12 (<0.1%)	7 (<0.1%)
P26PF2		0 (0%)	1 (<0.1%)
P26QBH		2 (<0.1%)	0 (0%)
P26SKK		1 (<0.1%)	0 (0%)
P26ZO9		8 (<0.1%)	3 (<0.1%)
P27180		21 (<0.1%)	17 (<0.1%)
P2720E		187 (0.5%)	232 (0.7%)
P2743Q		17 (<0.1%)	7 (<0.1%)
P27588		221 (0.6%)	209 (0.6%)
P27E90		2 (<0.1%)	3 (<0.1%)
P27KJY		2 (<0.1%)	4 (<0.1%)
P27OTL		0 (0%)	1 (<0.1%)
P27PNT		22 (<0.1%)	21 (<0.1%)
P27QVS		1 (<0.1%)	3 (<0.1%)
P27RSD		0 (0%)	1 (<0.1%)
P27SDD		67 (0.2%)	70 (0.2%)
P281FA		83 (0.2%)	63 (0.2%)
P28D38		4 (<0.1%)	5 (<0.1%)
P28HD5		2 (<0.1%)	0 (0%)
P28I7R		0 (0%)	3 (<0.1%)
P28IUA		10 (<0.1%)	8 (<0.1%)
P28KE0		2 (<0.1%)	5 (<0.1%)
P28OI9		20 (<0.1%)	27 (<0.1%)
P28U9A		2 (<0.1%)	2 (<0.1%)
P28V42		2 (<0.1%)	2 (<0.1%)
P28Z0X		37 (<0.1%)	54 (0.2%)
P291NZ		0 (0%)	3 (<0.1%)
P294WN		8 (<0.1%)	3 (<0.1%)
P29BE6		107 (0.3%)	113 (0.3%)
P29CGZ		139 (0.4%)	101 (0.3%)
P29HHY		0 (0%)	1 (<0.1%)
P29JE1		0 (0%)	1 (<0.1%)
P29PMR		1 (<0.1%)	1 (<0.1%)
P29UXJ		8 (<0.1%)	8 (<0.1%)
P29V07		18 (<0.1%)	12 (<0.1%)
P29XSZ		20 (<0.1%)	29 (<0.1%)
P30AMB		21 (<0.1%)	10 (<0.1%)
P30COD		7 (<0.1%)	4 (<0.1%)
P30CQN		13 (<0.1%)	17 (<0.1%)
P30HVU		4 (<0.1%)	0 (0%)
P30KEH		1,441 (3.8%)	986 (2.8%)
P30L9F		14 (<0.1%)	3 (<0.1%)
P30O6B		105 (0.3%)	86 (0.2%)
P30SZF		81 (0.2%)	62 (0.2%)
P314FA		2 (<0.1%)	2 (<0.1%)
P31A9M		38 (<0.1%)	43 (0.1%)
P31FF2		1 (<0.1%)	0 (0%)
P31JEI		3 (<0.1%)	1 (<0.1%)
P31MHB		9 (<0.1%)	19 (<0.1%)
P31QF0		21 (<0.1%)	26 (<0.1%)
P31TJL		4 (<0.1%)	3 (<0.1%)
P31WHV		34 (<0.1%)	23 (<0.1%)
P324UJ		15 (<0.1%)	25 (<0.1%)
P327CS		0 (0%)	1 (<0.1%)
P328SR		1 (<0.1%)	1 (<0.1%)
P328U4		19 (<0.1%)	21 (<0.1%)
P3292B		12 (<0.1%)	16 (<0.1%)
P32IMQ		1 (<0.1%)	1 (<0.1%)
P32VQM		5 (<0.1%)	3 (<0.1%)
P33AAL		398 (1.0%)	309 (0.9%)
P33K8A		49 (0.1%)	47 (0.1%)
P33QWR		1 (<0.1%)	3 (<0.1%)
P33TDL		7 (<0.1%)	4 (<0.1%)
P340EV		1 (<0.1%)	0 (0%)
P3417E		271 (0.7%)	261 (0.7%)
P341KJ		8 (<0.1%)	2 (<0.1%)
P345H7		17 (<0.1%)	19 (<0.1%)
P345JR		0 (0%)	1 (<0.1%)
P345XU		48 (0.1%)	34 (<0.1%)
P34653		20 (<0.1%)	35 (<0.1%)
P34CJJ		9 (<0.1%)	8 (<0.1%)
P34DHA		1 (<0.1%)	5 (<0.1%)
P34EC1		4 (<0.1%)	3 (<0.1%)
P34G4D		1 (<0.1%)	0 (0%)
P34G7X		1 (<0.1%)	0 (0%)
P34LOL		14 (<0.1%)	7 (<0.1%)
P34SFE		277 (0.7%)	334 (1.0%)
P34SGS		2 (<0.1%)	2 (<0.1%)
P34SHK		14 (<0.1%)	8 (<0.1%)
P34TRL		3 (<0.1%)	2 (<0.1%)
P34U0C		4 (<0.1%)	0 (0%)
P34WF1		247 (0.6%)	205 (0.6%)
P34ZXI		2 (<0.1%)	1 (<0.1%)
P3529J		1,818 (4.8%)	1,586 (4.5%)
P353P8		1 (<0.1%)	0 (0%)
P357UM		3 (<0.1%)	4 (<0.1%)
P358Q0		14 (<0.1%)	12 (<0.1%)
P35DLZ		1 (<0.1%)	0 (0%)
P35DTG		5 (<0.1%)	13 (<0.1%)
P35F5X		40 (0.1%)	44 (0.1%)
P35FN7		2 (<0.1%)	3 (<0.1%)
P35FY1		11 (<0.1%)	7 (<0.1%)
P35GUV		2 (<0.1%)	3 (<0.1%)
P35LDI		6 (<0.1%)	2 (<0.1%)
P35SU0		3 (<0.1%)	2 (<0.1%)
P35VV9		35 (<0.1%)	14 (<0.1%)
P35WT5		70 (0.2%)	111 (0.3%)
P35Y41		1 (<0.1%)	0 (0%)
P3638G		148 (0.4%)	154 (0.4%)
P364K7		0 (0%)	1 (<0.1%)
P367GD		30 (<0.1%)	35 (<0.1%)
P36AD5		7 (<0.1%)	11 (<0.1%)
P36D2C		2 (<0.1%)	2 (<0.1%)
P36INQ		19 (<0.1%)	20 (<0.1%)
P36LPN		3 (<0.1%)	4 (<0.1%)
P36MDB		6 (<0.1%)	4 (<0.1%)
P36SVP		0 (0%)	1 (<0.1%)
P36V95		0 (0%)	3 (<0.1%)
P36ZPZ		1 (<0.1%)	2 (<0.1%)
P370RW		4 (<0.1%)	3 (<0.1%)
P3736M		3 (<0.1%)	0 (0%)
P374HC		1 (<0.1%)	3 (<0.1%)
P37F8W		5 (<0.1%)	6 (<0.1%)
P37GX0		42 (0.1%)	40 (0.1%)
P37O0I		5 (<0.1%)	6 (<0.1%)
P37P1Z		14 (<0.1%)	11 (<0.1%)
P37QNF		44 (0.1%)	33 (<0.1%)
P37QZV		102 (0.3%)	108 (0.3%)
P37SG1		2 (<0.1%)	0 (0%)
P37SKE		16 (<0.1%)	12 (<0.1%)
P37T33		0 (0%)	4 (<0.1%)
P37TAI		1 (<0.1%)	0 (0%)
P381QU		1 (<0.1%)	4 (<0.1%)
P3834V		3 (<0.1%)	1 (<0.1%)
P385AT		1 (<0.1%)	0 (0%)
P38668		4 (<0.1%)	11 (<0.1%)
P387UT		6 (<0.1%)	8 (<0.1%)
P38G1F		12 (<0.1%)	3 (<0.1%)
P38GSR		38 (<0.1%)	46 (0.1%)
P38K6P		1 (<0.1%)	3 (<0.1%)
P38LAS		24 (<0.1%)	18 (<0.1%)
P38NRT		3 (<0.1%)	7 (<0.1%)
P38OIZ		1 (<0.1%)	0 (0%)
P38RSS		60 (0.2%)	43 (0.1%)
P38TI6		431 (1.1%)	264 (0.8%)
P38U03		4 (<0.1%)	0 (0%)
P38ULE		1 (<0.1%)	2 (<0.1%)
P38V7W		145 (0.4%)	149 (0.4%)
P38W5P		55 (0.1%)	35 (<0.1%)
P38XXV		1 (<0.1%)	0 (0%)
P39043		94 (0.2%)	73 (0.2%)
P390DP		1 (<0.1%)	0 (0%)
P39C1O		146 (0.4%)	184 (0.5%)
P39CSL		1 (<0.1%)	1 (<0.1%)
P39FGY		72 (0.2%)	116 (0.3%)
P39G31		3 (<0.1%)	3 (<0.1%)
P39H2E		4 (<0.1%)	3 (<0.1%)
P39M5X		2 (<0.1%)	0 (0%)
P39SWK		60 (0.2%)	58 (0.2%)
P39U2R		3 (<0.1%)	3 (<0.1%)
P39UDS		55 (0.1%)	42 (0.1%)
P39V8Z		2 (<0.1%)	1 (<0.1%)
P40719		4 (<0.1%)	3 (<0.1%)
P40DS8		1 (<0.1%)	0 (0%)
P40EO9		36 (<0.1%)	24 (<0.1%)
P40FN4		1 (<0.1%)	0 (0%)
P40FSC		0 (0%)	1 (<0.1%)
P40HT4		0 (0%)	1 (<0.1%)
P40I6F		4 (<0.1%)	2 (<0.1%)
P40IJU		1 (<0.1%)	0 (0%)
P40IYU		0 (0%)	1 (<0.1%)
P40KMP		0 (0%)	2 (<0.1%)
P40M5E		7 (<0.1%)	0 (0%)
P40MUA		4 (<0.1%)	2 (<0.1%)
P40N36		1 (<0.1%)	0 (0%)
P40NQG		2 (<0.1%)	2 (<0.1%)
P40UEJ		14 (<0.1%)	9 (<0.1%)
P4102Q		6 (<0.1%)	0 (0%)
P413I1		16 (<0.1%)	25 (<0.1%)
P417YO		15 (<0.1%)	5 (<0.1%)
P418IO		9 (<0.1%)	3 (<0.1%)
P41EVC		7 (<0.1%)	4 (<0.1%)
P41GFX		12 (<0.1%)	10 (<0.1%)
P41HA1		21 (<0.1%)	27 (<0.1%)
P41KDI		3 (<0.1%)	1 (<0.1%)
P41P0N		1 (<0.1%)	2 (<0.1%)
P41R5N		1,924 (5.1%)	1,571 (4.5%)
P41V12		2 (<0.1%)	2 (<0.1%)
P41V62		14 (<0.1%)	20 (<0.1%)
P4233D		7 (<0.1%)	7 (<0.1%)
P424HM		3 (<0.1%)	3 (<0.1%)
P424IO		0 (0%)	3 (<0.1%)
P4259U		1 (<0.1%)	0 (0%)
P428U3		2 (<0.1%)	1 (<0.1%)
P42B7D		1 (<0.1%)	1 (<0.1%)
P42DF5		1 (<0.1%)	4 (<0.1%)
P42EMD		4 (<0.1%)	2 (<0.1%)
P42J4B		12 (<0.1%)	14 (<0.1%)
P42K8Q		3 (<0.1%)	1 (<0.1%)
P42LS0		6 (<0.1%)	7 (<0.1%)
P42SC8		5 (<0.1%)	6 (<0.1%)
P42VJP		0 (0%)	1 (<0.1%)
P42ZKF		11 (<0.1%)	15 (<0.1%)
P434LK		8 (<0.1%)	5 (<0.1%)
P434W4		54 (0.1%)	81 (0.2%)
P43771		3 (<0.1%)	0 (0%)
P43A1R		269 (0.7%)	227 (0.6%)
P43ADB		4 (<0.1%)	6 (<0.1%)
P43BTJ		64 (0.2%)	67 (0.2%)
P43C95		1 (<0.1%)	0 (0%)
P43HX7		19 (<0.1%)	23 (<0.1%)
P43K1W		5 (<0.1%)	2 (<0.1%)
P43NSE		5 (<0.1%)	5 (<0.1%)
P43PBD		1 (<0.1%)	2 (<0.1%)
P43QZS		1 (<0.1%)	1 (<0.1%)
P43SZY		26 (<0.1%)	11 (<0.1%)
P43WVV		1 (<0.1%)	0 (0%)
P43ZCZ		1 (<0.1%)	0 (0%)
P441Q1		0 (0%)	1 (<0.1%)
P445UD		0 (0%)	1 (<0.1%)
P446Z2		151 (0.4%)	176 (0.5%)
P44AKO		0 (0%)	1 (<0.1%)
P44FJK		8 (<0.1%)	11 (<0.1%)
P44H5R		2 (<0.1%)	1 (<0.1%)
P44KQ2		2 (<0.1%)	2 (<0.1%)
P44LMK		30 (<0.1%)	17 (<0.1%)
P44LY0		9 (<0.1%)	4 (<0.1%)
P44OSG		11 (<0.1%)	7 (<0.1%)
P44R0F		8 (<0.1%)	7 (<0.1%)
P44UQI		284 (0.7%)	328 (0.9%)
P44WVR		413 (1.1%)	342 (1.0%)
P4507L		45 (0.1%)	45 (0.1%)
P450WM		55 (0.1%)	53 (0.2%)
P45A8G		1 (<0.1%)	2 (<0.1%)
P45GUA		9 (<0.1%)	10 (<0.1%)
P45HOK		15 (<0.1%)	42 (0.1%)
P45KPS		1 (<0.1%)	0 (0%)
P45LBL		6 (<0.1%)	6 (<0.1%)
P45LN5		19 (<0.1%)	13 (<0.1%)
P45LON		2 (<0.1%)	1 (<0.1%)
P45Z0U		4 (<0.1%)	4 (<0.1%)
P46260		2 (<0.1%)	2 (<0.1%)
P462X1		65 (0.2%)	45 (0.1%)
P4645A		10 (<0.1%)	20 (<0.1%)
P466EI		76 (0.2%)	83 (0.2%)
P46A5D		2 (<0.1%)	0 (0%)
P46BRB		1 (<0.1%)	1 (<0.1%)
P46FLS		3 (<0.1%)	3 (<0.1%)
P46GJ9		2 (<0.1%)	0 (0%)
P46HD3		30 (<0.1%)	50 (0.1%)
P46LSC		146 (0.4%)	104 (0.3%)
P46MF1		5 (<0.1%)	4 (<0.1%)
P46PUP		33 (<0.1%)	27 (<0.1%)
P46TZM		12 (<0.1%)	12 (<0.1%)
P46WR5		51 (0.1%)	56 (0.2%)
P46WXN		5 (<0.1%)	6 (<0.1%)
P470AO		3 (<0.1%)	5 (<0.1%)
P476C6		1 (<0.1%)	0 (0%)
P47E1G		700 (1.8%)	720 (2.0%)
P47EAI		1 (<0.1%)	2 (<0.1%)
P47HX8		2 (<0.1%)	4 (<0.1%)
P47KFL		115 (0.3%)	90 (0.3%)
P47SIK		865 (2.3%)	740 (2.1%)
P47TN5		1 (<0.1%)	2 (<0.1%)
P480FZ		84 (0.2%)	62 (0.2%)
P489ZG		9 (<0.1%)	7 (<0.1%)
P48EKL		4 (<0.1%)	2 (<0.1%)
P48FJB		5 (<0.1%)	2 (<0.1%)
P48FK1		31 (<0.1%)	35 (<0.1%)
P48GIG		33 (<0.1%)	59 (0.2%)
P48H5S		1 (<0.1%)	1 (<0.1%)
P48KFD		365 (1.0%)	282 (0.8%)
P48P6U		2 (<0.1%)	0 (0%)
P48PQ0		52 (0.1%)	47 (0.1%)
P48QPD		0 (0%)	1 (<0.1%)
P48VXK		66 (0.2%)	34 (<0.1%)
P48WEX		55 (0.1%)	61 (0.2%)
P48ZIH		3 (<0.1%)	2 (<0.1%)
P491T2		4 (<0.1%)	0 (0%)
P491WZ		88 (0.2%)	79 (0.2%)
P4931Z		7 (<0.1%)	2 (<0.1%)
P4978J		2 (<0.1%)	1 (<0.1%)
P49BNQ		42 (0.1%)	62 (0.2%)
P49EON		214 (0.6%)	230 (0.7%)
P49GMC		2 (<0.1%)	9 (<0.1%)
P49GT7		9 (<0.1%)	7 (<0.1%)
P49LAH		4 (<0.1%)	1 (<0.1%)
P49NLZ		124 (0.3%)	128 (0.4%)
P501S7		1 (<0.1%)	2 (<0.1%)
P502FU		3 (<0.1%)	1 (<0.1%)
P503K7		10 (<0.1%)	13 (<0.1%)
P503ZI		23 (<0.1%)	14 (<0.1%)
P506DE		347 (0.9%)	304 (0.9%)
P506VK		10 (<0.1%)	35 (<0.1%)
P509SB		14 (<0.1%)	9 (<0.1%)
P50AC5		5 (<0.1%)	6 (<0.1%)
P50GZA		40 (0.1%)	39 (0.1%)
P50OO4		10 (<0.1%)	2 (<0.1%)
P50QMM		5 (<0.1%)	7 (<0.1%)
P50R4B		39 (0.1%)	29 (<0.1%)
P50TA4		0 (0%)	1 (<0.1%)
P513EK		298 (0.8%)	295 (0.8%)
P516OA		0 (0%)	1 (<0.1%)
P51DO7		55 (0.1%)	28 (<0.1%)
P51JEK		0 (0%)	1 (<0.1%)
P51MA2		54 (0.1%)	58 (0.2%)
P51N6D		0 (0%)	1 (<0.1%)
P51YAL		1 (<0.1%)	1 (<0.1%)
P527I6		2 (<0.1%)	0 (0%)
P52DD2		4 (<0.1%)	12 (<0.1%)
P52H1K		1 (<0.1%)	2 (<0.1%)
P52I6H		1 (<0.1%)	0 (0%)
P52KGN		2 (<0.1%)	0 (0%)
P52PZO		0 (0%)	1 (<0.1%)
P52Q5J		1 (<0.1%)	2 (<0.1%)
P52TGZ		37 (<0.1%)	31 (<0.1%)
P5305E		81 (0.2%)	66 (0.2%)
P534S8		52 (0.1%)	55 (0.2%)
P536JC		34 (<0.1%)	37 (0.1%)
P53HQZ		33 (<0.1%)	38 (0.1%)
P53NM1		0 (0%)	1 (<0.1%)
P53NMC		1 (<0.1%)	1 (<0.1%)
P53RDR		23 (<0.1%)	21 (<0.1%)
P53TMV		1 (<0.1%)	0 (0%)
P53XKM		3 (<0.1%)	1 (<0.1%)
P540CQ		4 (<0.1%)	3 (<0.1%)
P541A9		1 (<0.1%)	0 (0%)
P543UC		3 (<0.1%)	1 (<0.1%)
P54631		7 (<0.1%)	4 (<0.1%)
P5478P		1 (<0.1%)	0 (0%)
P5487F		326 (0.9%)	315 (0.9%)
P54AMZ		1 (<0.1%)	1 (<0.1%)
P54K56		109 (0.3%)	87 (0.2%)
P54ME2		1 (<0.1%)	1 (<0.1%)
P54ORP		1 (<0.1%)	0 (0%)
P54Q2B		39 (0.1%)	29 (<0.1%)
P54RLA		64 (0.2%)	48 (0.1%)
P54UVQ		10 (<0.1%)	18 (<0.1%)
P54WZT		2 (<0.1%)	0 (0%)
P54YBI		2 (<0.1%)	3 (<0.1%)
P5516X		7 (<0.1%)	13 (<0.1%)
P553JT		27 (<0.1%)	26 (<0.1%)
P556DM		2 (<0.1%)	1 (<0.1%)
P558XI		64 (0.2%)	71 (0.2%)
P559UG		0 (0%)	1 (<0.1%)
P55E2D		4 (<0.1%)	3 (<0.1%)
P55IEH		3 (<0.1%)	2 (<0.1%)
P55PPR		1 (<0.1%)	0 (0%)
P55VMJ		4 (<0.1%)	2 (<0.1%)
P55W8E		5 (<0.1%)	1 (<0.1%)
P55YAK		8 (<0.1%)	22 (<0.1%)
P55YCT		5 (<0.1%)	5 (<0.1%)
P55Z20		2 (<0.1%)	4 (<0.1%)
P560YW		2 (<0.1%)	1 (<0.1%)
P561WE		0 (0%)	1 (<0.1%)
P564DK		6 (<0.1%)	2 (<0.1%)
P56B4N		22 (<0.1%)	17 (<0.1%)
P56ESD		8 (<0.1%)	5 (<0.1%)
P56MQ2		74 (0.2%)	60 (0.2%)
P56SP9		125 (0.3%)	151 (0.4%)
P56TEX		3 (<0.1%)	5 (<0.1%)
P56VGT		0 (0%)	1 (<0.1%)
P56X71		6 (<0.1%)	14 (<0.1%)
P57714		9 (<0.1%)	7 (<0.1%)
P5771B		1 (<0.1%)	1 (<0.1%)
P57B0F		9 (<0.1%)	3 (<0.1%)
P57BX2		10 (<0.1%)	6 (<0.1%)
P57GFV		1 (<0.1%)	1 (<0.1%)
P57H5T		10 (<0.1%)	4 (<0.1%)
P57NY9		9 (<0.1%)	18 (<0.1%)
P57ON4		53 (0.1%)	46 (0.1%)
P57QCP		15 (<0.1%)	9 (<0.1%)
P57Y1J		6 (<0.1%)	1 (<0.1%)
P583TG		12 (<0.1%)	5 (<0.1%)
P58609		3 (<0.1%)	0 (0%)
P586FC		4 (<0.1%)	9 (<0.1%)
P586YL		358 (0.9%)	257 (0.7%)
P58A9J		33 (<0.1%)	23 (<0.1%)
P58IWV		0 (0%)	1 (<0.1%)
P58JDN		0 (0%)	1 (<0.1%)
P58JZK		3 (<0.1%)	1 (<0.1%)
P590NO		3 (<0.1%)	1 (<0.1%)
P59ABV		0 (0%)	1 (<0.1%)
P59BEJ		0 (0%)	2 (<0.1%)
P59HPG		2 (<0.1%)	0 (0%)
P59NJX		3 (<0.1%)	5 (<0.1%)
P59RG4		1 (<0.1%)	0 (0%)
P59SIR		1 (<0.1%)	0 (0%)
P59TIC		0 (0%)	1 (<0.1%)
P601FY		53 (0.1%)	137 (0.4%)
P603WO		3 (<0.1%)	3 (<0.1%)
P6046W		8 (<0.1%)	2 (<0.1%)
P607HY		1 (<0.1%)	0 (0%)
P607R6		17 (<0.1%)	37 (0.1%)
P608IB		2 (<0.1%)	3 (<0.1%)
P60CC5		60 (0.2%)	102 (0.3%)
P60F78		151 (0.4%)	115 (0.3%)
P60GS5		8 (<0.1%)	2 (<0.1%)
P60HEA		2 (<0.1%)	7 (<0.1%)
P60HS0		2 (<0.1%)	1 (<0.1%)
P60IXV		2 (<0.1%)	2 (<0.1%)
P60JMB		1 (<0.1%)	0 (0%)
P60MZ1		8 (<0.1%)	7 (<0.1%)
P60Q9U		1 (<0.1%)	1 (<0.1%)
P60U9W		7 (<0.1%)	9 (<0.1%)
P60VX4		5 (<0.1%)	2 (<0.1%)
P60W05		5 (<0.1%)	2 (<0.1%)
P60W7V		14 (<0.1%)	16 (<0.1%)
P60WR8		0 (0%)	1 (<0.1%)
P60WSP		0 (0%)	1 (<0.1%)
P60ZCO		68 (0.2%)	64 (0.2%)
P611A0		28 (<0.1%)	21 (<0.1%)
P612TM		11 (<0.1%)	7 (<0.1%)
P612YK		56 (0.1%)	45 (0.1%)
P616WL		7 (<0.1%)	7 (<0.1%)
P61BPT		0 (0%)	1 (<0.1%)
P61CAD		1 (<0.1%)	0 (0%)
P61DKH		14 (<0.1%)	12 (<0.1%)
P61E2I		1 (<0.1%)	1 (<0.1%)
P61MSW		3 (<0.1%)	2 (<0.1%)
P61Q3Q		24 (<0.1%)	33 (<0.1%)
P61QZY		15 (<0.1%)	6 (<0.1%)
P61T4I		76 (0.2%)	83 (0.2%)
P61WOF		4 (<0.1%)	11 (<0.1%)
P620CK		6 (<0.1%)	8 (<0.1%)
P621E3		26 (<0.1%)	28 (<0.1%)
P623IX		4 (<0.1%)	6 (<0.1%)
P623U2		30 (<0.1%)	29 (<0.1%)
P627AV		5 (<0.1%)	3 (<0.1%)
P627BF		6 (<0.1%)	10 (<0.1%)
P62A9I		2 (<0.1%)	1 (<0.1%)
P62BU2		3 (<0.1%)	0 (0%)
P62F1I		20 (<0.1%)	21 (<0.1%)
P62GDL		3 (<0.1%)	0 (0%)
P62KET		0 (0%)	1 (<0.1%)
P62MAD		1 (<0.1%)	2 (<0.1%)
P62QB0		0 (0%)	1 (<0.1%)
P62QKS		5 (<0.1%)	6 (<0.1%)
P62SP8		3 (<0.1%)	1 (<0.1%)
P6302I		7 (<0.1%)	5 (<0.1%)
P637EJ		2 (<0.1%)	1 (<0.1%)
P637GX		0 (0%)	7 (<0.1%)
P63AD6		2 (<0.1%)	2 (<0.1%)
P63C6Q		1 (<0.1%)	0 (0%)
P63D17		1 (<0.1%)	2 (<0.1%)
P63DVB		1 (<0.1%)	0 (0%)
P63NDV		1 (<0.1%)	1 (<0.1%)
P6471C		4 (<0.1%)	3 (<0.1%)
P64AGV		9 (<0.1%)	12 (<0.1%)
P64DO0		5 (<0.1%)	1 (<0.1%)
P64JK6		15 (<0.1%)	15 (<0.1%)
P64JOR		18 (<0.1%)	17 (<0.1%)
P64N0R		0 (0%)	1 (<0.1%)
P64TGC		301 (0.8%)	350 (1.0%)
P64TOH		1 (<0.1%)	3 (<0.1%)
P64WBY		0 (0%)	1 (<0.1%)
P6567Z		1 (<0.1%)	3 (<0.1%)
P65A09		2 (<0.1%)	9 (<0.1%)
P65DYX		16 (<0.1%)	23 (<0.1%)
P65EZQ		1 (<0.1%)	0 (0%)
P65F6E		4 (<0.1%)	5 (<0.1%)
P65JM3		5 (<0.1%)	2 (<0.1%)
P65JPL		7 (<0.1%)	14 (<0.1%)
P65MY4		48 (0.1%)	64 (0.2%)
P65PI3		2 (<0.1%)	1 (<0.1%)
P65QXE		277 (0.7%)	170 (0.5%)
P65QYQ		14 (<0.1%)	6 (<0.1%)
P65T9Y		6 (<0.1%)	1 (<0.1%)
P65TBW		20 (<0.1%)	13 (<0.1%)
P65Z9R		0 (0%)	1 (<0.1%)
P667SU		0 (0%)	2 (<0.1%)
P6683B		1 (<0.1%)	1 (<0.1%)
P668I7		4 (<0.1%)	4 (<0.1%)
P669XJ		0 (0%)	2 (<0.1%)
P66A56		32 (<0.1%)	45 (0.1%)
P66B44		3 (<0.1%)	0 (0%)
P66BP7		1 (<0.1%)	5 (<0.1%)
P66EW1		2 (<0.1%)	4 (<0.1%)
P66KML		1 (<0.1%)	1 (<0.1%)
P66L9Y		26 (<0.1%)	31 (<0.1%)
P66V73		51 (0.1%)	35 (<0.1%)
P66WYT		0 (0%)	1 (<0.1%)
P66YKY		1 (<0.1%)	0 (0%)
P66Z0B		0 (0%)	1 (<0.1%)
P66Z67		22 (<0.1%)	45 (0.1%)
P6708D		3 (<0.1%)	2 (<0.1%)
P67EOO		3 (<0.1%)	0 (0%)
P67LX9		1 (<0.1%)	1 (<0.1%)
P67MYQ		64 (0.2%)	77 (0.2%)
P67Z6C		2 (<0.1%)	5 (<0.1%)
P687TX		11 (<0.1%)	6 (<0.1%)
P68CTU		2 (<0.1%)	0 (0%)
P68D40		15 (<0.1%)	15 (<0.1%)
P68FY2		4 (<0.1%)	3 (<0.1%)
P68ILJ		11 (<0.1%)	4 (<0.1%)
P68P0H		15 (<0.1%)	11 (<0.1%)
P68R95		0 (0%)	1 (<0.1%)
P68RKH		12 (<0.1%)	8 (<0.1%)
P68SLM		9 (<0.1%)	15 (<0.1%)
P68U3G		1 (<0.1%)	0 (0%)
P68URZ		69 (0.2%)	51 (0.1%)
P6957U		10 (<0.1%)	17 (<0.1%)
P695KR		50 (0.1%)	49 (0.1%)
P69PHE		41 (0.1%)	29 (<0.1%)
P69QHD		0 (0%)	1 (<0.1%)
P69TDI		16 (<0.1%)	10 (<0.1%)
P69YNE		0 (0%)	3 (<0.1%)
P69Z3M		4 (<0.1%)	4 (<0.1%)
P701ZR		1 (<0.1%)	1 (<0.1%)
P702BL		0 (0%)	1 (<0.1%)
P7039O		4 (<0.1%)	2 (<0.1%)
P70BN5		1 (<0.1%)	1 (<0.1%)
P70DSJ		2 (<0.1%)	1 (<0.1%)
P70J2N		9 (<0.1%)	7 (<0.1%)
P70L1E		12 (<0.1%)	13 (<0.1%)
P70N8P		258 (0.7%)	310 (0.9%)
P70Q2R		0 (0%)	1 (<0.1%)
P70SRC		3 (<0.1%)	0 (0%)
P70X0N		1 (<0.1%)	0 (0%)
P710NF		9 (<0.1%)	9 (<0.1%)
P715UP		17 (<0.1%)	13 (<0.1%)
P717ET		1 (<0.1%)	0 (0%)
P719B3		7 (<0.1%)	3 (<0.1%)
P71BJI		6 (<0.1%)	3 (<0.1%)
P71MTZ		2 (<0.1%)	2 (<0.1%)
P71PO0		1 (<0.1%)	0 (0%)
P71V82		1 (<0.1%)	0 (0%)
P721A8		2 (<0.1%)	3 (<0.1%)
P723L9		9 (<0.1%)	6 (<0.1%)
P726SX		1 (<0.1%)	0 (0%)
P7280F		10 (<0.1%)	5 (<0.1%)
P72931		0 (0%)	2 (<0.1%)
P72AER		1 (<0.1%)	7 (<0.1%)
P72AWD		2 (<0.1%)	0 (0%)
P72AYZ		143 (0.4%)	135 (0.4%)
P72CB6		1 (<0.1%)	0 (0%)
P72E97		0 (0%)	1 (<0.1%)
P72G4H		79 (0.2%)	61 (0.2%)
P72G4L		62 (0.2%)	38 (0.1%)
P72INF		13 (<0.1%)	20 (<0.1%)
P72IOG		2 (<0.1%)	0 (0%)
P72QGB		8 (<0.1%)	4 (<0.1%)
P72T7U		3 (<0.1%)	6 (<0.1%)
P72TSX		3 (<0.1%)	0 (0%)
P72TX3		0 (0%)	1 (<0.1%)
P72X7W		3 (<0.1%)	4 (<0.1%)
P72ZOU		1 (<0.1%)	0 (0%)
P73352		31 (<0.1%)	22 (<0.1%)
P733ES		39 (0.1%)	44 (0.1%)
P73995		5 (<0.1%)	2 (<0.1%)
P73B8X		9 (<0.1%)	16 (<0.1%)
P73CE6		5 (<0.1%)	1 (<0.1%)
P73EGF		4 (<0.1%)	3 (<0.1%)
P73EVU		11 (<0.1%)	14 (<0.1%)
P73GUC		0 (0%)	1 (<0.1%)
P73PF1		9 (<0.1%)	3 (<0.1%)
P73RXE		116 (0.3%)	87 (0.2%)
P73XID		1 (<0.1%)	3 (<0.1%)
P73Y1N		22 (<0.1%)	19 (<0.1%)
P748G6		2 (<0.1%)	4 (<0.1%)
P74FB8		62 (0.2%)	70 (0.2%)
P74FFH		187 (0.5%)	241 (0.7%)
P74M1Q		1 (<0.1%)	0 (0%)
P74NSW		0 (0%)	1 (<0.1%)
P74QAJ		51 (0.1%)	53 (0.2%)
P752EN		2 (<0.1%)	0 (0%)
P7554I		868 (2.3%)	726 (2.1%)
P756LT		23 (<0.1%)	14 (<0.1%)
P75BG6		76 (0.2%)	77 (0.2%)
P75CA6		1 (<0.1%)	0 (0%)
P75JMU		1 (<0.1%)	1 (<0.1%)
P75OBC		1 (<0.1%)	1 (<0.1%)
P75OL3		7 (<0.1%)	2 (<0.1%)
P75R2I		4 (<0.1%)	1 (<0.1%)
P75S70		52 (0.1%)	47 (0.1%)
P75X31		24 (<0.1%)	20 (<0.1%)
P75ZH4		32 (<0.1%)	33 (<0.1%)
P7634K		2 (<0.1%)	2 (<0.1%)
P7634X		13 (<0.1%)	15 (<0.1%)
P769P2		5 (<0.1%)	20 (<0.1%)
P76BRY		2 (<0.1%)	2 (<0.1%)
P76GBI		1 (<0.1%)	1 (<0.1%)
P76K54		192 (0.5%)	254 (0.7%)
P76O5C		1 (<0.1%)	8 (<0.1%)
P76O9M		28 (<0.1%)	30 (<0.1%)
P76OWC		3 (<0.1%)	6 (<0.1%)
P76VMW		3 (<0.1%)	3 (<0.1%)
P771AZ		4 (<0.1%)	2 (<0.1%)
P779L2		28 (<0.1%)	45 (0.1%)
P77BSD		331 (0.9%)	337 (1.0%)
P77EAL		14 (<0.1%)	7 (<0.1%)
P77KA9		7 (<0.1%)	4 (<0.1%)
P77MCJ		0 (0%)	1 (<0.1%)
P77SO2		126 (0.3%)	90 (0.3%)
P77TVG		160 (0.4%)	136 (0.4%)
P77YFC		31 (<0.1%)	28 (<0.1%)
P77YNM		4 (<0.1%)	6 (<0.1%)
P7802Q		10 (<0.1%)	9 (<0.1%)
P780JP		21 (<0.1%)	17 (<0.1%)
P783DV		24 (<0.1%)	26 (<0.1%)
P786Y5		196 (0.5%)	349 (1.0%)
P78DDL		1 (<0.1%)	0 (0%)
P78HFS		4 (<0.1%)	11 (<0.1%)
P78O9E		9 (<0.1%)	4 (<0.1%)
P78TNY		14 (<0.1%)	14 (<0.1%)
P78YVS		9 (<0.1%)	6 (<0.1%)
P795C8		18 (<0.1%)	37 (0.1%)
P796NT		14 (<0.1%)	14 (<0.1%)
P799MX		1 (<0.1%)	0 (0%)
P79IP0		6 (<0.1%)	3 (<0.1%)
P79NFY		1 (<0.1%)	0 (0%)
P79NJ4		1 (<0.1%)	0 (0%)
P79P3X		3 (<0.1%)	7 (<0.1%)
P79SJ2		172 (0.5%)	173 (0.5%)
P801HG		16 (<0.1%)	23 (<0.1%)
P80515		278 (0.7%)	212 (0.6%)
P807KV		3 (<0.1%)	2 (<0.1%)
P80AMS		8 (<0.1%)	13 (<0.1%)
P80B9C		1 (<0.1%)	0 (0%)
P80BMZ		1 (<0.1%)	0 (0%)
P80BWZ		4 (<0.1%)	5 (<0.1%)
P80DT1		6 (<0.1%)	10 (<0.1%)
P80GYA		103 (0.3%)	61 (0.2%)
P80J5H		11 (<0.1%)	14 (<0.1%)
P80J89		7 (<0.1%)	5 (<0.1%)
P80JBA		9 (<0.1%)	31 (<0.1%)
P80LEI		51 (0.1%)	42 (0.1%)
P80QIV		40 (0.1%)	51 (0.1%)
P80W62		2 (<0.1%)	0 (0%)
P80WM4		8 (<0.1%)	7 (<0.1%)
P81183		4 (<0.1%)	2 (<0.1%)
P812AZ		1 (<0.1%)	2 (<0.1%)
P812D7		3 (<0.1%)	1 (<0.1%)
P8144L		1 (<0.1%)	2 (<0.1%)
P816G0		28 (<0.1%)	21 (<0.1%)
P818OH		3 (<0.1%)	5 (<0.1%)
P819DU		3 (<0.1%)	0 (0%)
P81FAA		1 (<0.1%)	0 (0%)
P81KFM		7 (<0.1%)	6 (<0.1%)
P81KIZ		84 (0.2%)	67 (0.2%)
P821UA		1 (<0.1%)	1 (<0.1%)
P822ME		23 (<0.1%)	24 (<0.1%)
P825SO		67 (0.2%)	43 (0.1%)
P8292X		3 (<0.1%)	0 (0%)
P82B0E		76 (0.2%)	70 (0.2%)
P82QXY		1 (<0.1%)	4 (<0.1%)
P82RKD		4 (<0.1%)	4 (<0.1%)
P832UK		0 (0%)	1 (<0.1%)
P8390K		138 (0.4%)	188 (0.5%)
P83A4L		5 (<0.1%)	0 (0%)
P83D2L		7 (<0.1%)	2 (<0.1%)
P83JFH		18 (<0.1%)	10 (<0.1%)
P83K3D		1 (<0.1%)	0 (0%)
P83ML7		36 (<0.1%)	32 (<0.1%)
P83N3C		5 (<0.1%)	3 (<0.1%)
P83PRO		7 (<0.1%)	0 (0%)
P843YV		46 (0.1%)	55 (0.2%)
P846RV		0 (0%)	1 (<0.1%)
P84B1V		11 (<0.1%)	11 (<0.1%)
P84FK1		2 (<0.1%)	2 (<0.1%)
P84FZX		5 (<0.1%)	8 (<0.1%)
P84GOD		1 (<0.1%)	3 (<0.1%)
P84H8L		1 (<0.1%)	0 (0%)
P84KZN		7 (<0.1%)	3 (<0.1%)
P84P3G		0 (0%)	2 (<0.1%)
P84V08		28 (<0.1%)	39 (0.1%)
P84XJK		1 (<0.1%)	0 (0%)
P850NR		3 (<0.1%)	3 (<0.1%)
P850UN		1 (<0.1%)	0 (0%)
P85335		1 (<0.1%)	1 (<0.1%)
P857XC		12 (<0.1%)	14 (<0.1%)
P85A6V		0 (0%)	3 (<0.1%)
P85BWS		12 (<0.1%)	7 (<0.1%)
P85CYB		0 (0%)	1 (<0.1%)
P85DBF		8 (<0.1%)	5 (<0.1%)
P85Q3X		56 (0.1%)	62 (0.2%)
P85VL2		2 (<0.1%)	0 (0%)
P85Y0M		4 (<0.1%)	2 (<0.1%)
P861CT		1 (<0.1%)	0 (0%)
P865H3		5 (<0.1%)	0 (0%)
P865YS		1 (<0.1%)	2 (<0.1%)
P86EKM		0 (0%)	1 (<0.1%)
P86FCY		44 (0.1%)	69 (0.2%)
P86HFS		0 (0%)	1 (<0.1%)
P86K95		0 (0%)	1 (<0.1%)
P86PTJ		23 (<0.1%)	23 (<0.1%)
P86Q5B		0 (0%)	1 (<0.1%)
P86UF1		2 (<0.1%)	3 (<0.1%)
P872K3		47 (0.1%)	35 (<0.1%)
P874EL		1 (<0.1%)	3 (<0.1%)
P874LG		47 (0.1%)	61 (0.2%)
P877JD		57 (0.1%)	49 (0.1%)
P8785Z		16 (<0.1%)	29 (<0.1%)
P878IH		2 (<0.1%)	1 (<0.1%)
P878WT		32 (<0.1%)	18 (<0.1%)
P87H55		1 (<0.1%)	0 (0%)
P87LBF		4 (<0.1%)	2 (<0.1%)
P87Q2C		1 (<0.1%)	0 (0%)
P87SDH		13 (<0.1%)	9 (<0.1%)
P87V0U		0 (0%)	1 (<0.1%)
P884HX		1 (<0.1%)	0 (0%)
P886Y0		117 (0.3%)	116 (0.3%)
P88A32		43 (0.1%)	77 (0.2%)
P88ETZ		21 (<0.1%)	6 (<0.1%)
P88F8W		1 (<0.1%)	0 (0%)
P88G2F		25 (<0.1%)	26 (<0.1%)
P88HKX		24 (<0.1%)	17 (<0.1%)
P88K82		1 (<0.1%)	0 (0%)
P88KYP		2 (<0.1%)	1 (<0.1%)
P88RL5		4 (<0.1%)	2 (<0.1%)
P88US1		30 (<0.1%)	27 (<0.1%)
P88ZRQ		0 (0%)	3 (<0.1%)
P8965D		16 (<0.1%)	26 (<0.1%)
P8987S		11 (<0.1%)	6 (<0.1%)
P898NM		689 (1.8%)	291 (0.8%)
P89D1Z		7 (<0.1%)	2 (<0.1%)
P89OYR		23 (<0.1%)	42 (0.1%)
P89T1L		12 (<0.1%)	8 (<0.1%)
P89ZCW		147 (0.4%)	160 (0.5%)
P908QI		4 (<0.1%)	1 (<0.1%)
P90DLW		0 (0%)	4 (<0.1%)
P90GEZ		3 (<0.1%)	2 (<0.1%)
P90GOS		36 (<0.1%)	43 (0.1%)
P90LIK		11 (<0.1%)	10 (<0.1%)
P90LOA		48 (0.1%)	46 (0.1%)
P90MKL		0 (0%)	1 (<0.1%)
P90OKM		0 (0%)	1 (<0.1%)
P90ORT		1 (<0.1%)	2 (<0.1%)
P910B3		5 (<0.1%)	4 (<0.1%)
P910ML		2 (<0.1%)	4 (<0.1%)
P917AP		1 (<0.1%)	0 (0%)
P917XB		4 (<0.1%)	4 (<0.1%)
P91LM4		7 (<0.1%)	11 (<0.1%)
P91M1Q		4 (<0.1%)	8 (<0.1%)
P91OTF		14 (<0.1%)	4 (<0.1%)
P91P83		2 (<0.1%)	2 (<0.1%)
P91RC2		71 (0.2%)	64 (0.2%)
P91WJJ		1 (<0.1%)	1 (<0.1%)
P91XLW		6 (<0.1%)	3 (<0.1%)
P91Y9G		30 (<0.1%)	10 (<0.1%)
P921SV		1 (<0.1%)	0 (0%)
P922ZQ		2 (<0.1%)	0 (0%)
P92604		85 (0.2%)	88 (0.3%)
P9297R		1 (<0.1%)	0 (0%)
P92BT1		8 (<0.1%)	9 (<0.1%)
P92C7S		2 (<0.1%)	2 (<0.1%)
P92EE0		2 (<0.1%)	2 (<0.1%)
P92EYC		0 (0%)	1 (<0.1%)
P92EYW		1 (<0.1%)	0 (0%)
P92R6O		3 (<0.1%)	0 (0%)
P92RQO		14 (<0.1%)	18 (<0.1%)
P92SZV		5 (<0.1%)	1 (<0.1%)
P92UO4		3 (<0.1%)	3 (<0.1%)
P92XRD		5 (<0.1%)	3 (<0.1%)
P92YAP		1 (<0.1%)	0 (0%)
P93E1Z		91 (0.2%)	53 (0.2%)
P93FN2		0 (0%)	1 (<0.1%)
P93MI7		152 (0.4%)	166 (0.5%)
P93OSG		2 (<0.1%)	0 (0%)
P93S7U		4 (<0.1%)	0 (0%)
P93T71		1 (<0.1%)	0 (0%)
P93TQB		1 (<0.1%)	1 (<0.1%)
P93YR2		7 (<0.1%)	7 (<0.1%)
P9401N		0 (0%)	1 (<0.1%)
P9477P		0 (0%)	1 (<0.1%)
P94CCF		5 (<0.1%)	17 (<0.1%)
P94D9F		1 (<0.1%)	3 (<0.1%)
P94EGH		1 (<0.1%)	1 (<0.1%)
P94KFI		0 (0%)	1 (<0.1%)
P94RT6		71 (0.2%)	110 (0.3%)
P94V16		95 (0.2%)	70 (0.2%)
P94VKO		0 (0%)	1 (<0.1%)
P950KZ		9 (<0.1%)	41 (0.1%)
P953HP		7 (<0.1%)	1 (<0.1%)
P95IJV		3 (<0.1%)	0 (0%)
P95IZG		41 (0.1%)	56 (0.2%)
P95MKG		1 (<0.1%)	2 (<0.1%)
P95N5L		4 (<0.1%)	2 (<0.1%)
P95O5D		0 (0%)	1 (<0.1%)
P95P90		46 (0.1%)	28 (<0.1%)
P95PIA		48 (0.1%)	53 (0.2%)
P95PXO		4 (<0.1%)	5 (<0.1%)
P95QHH		14 (<0.1%)	28 (<0.1%)
P95RER		3 (<0.1%)	4 (<0.1%)
P95RSG		10 (<0.1%)	7 (<0.1%)
P95YPR		1 (<0.1%)	0 (0%)
P961O3		134 (0.4%)	119 (0.3%)
P9660N		54 (0.1%)	46 (0.1%)
P96B1M		10 (<0.1%)	19 (<0.1%)
P96FGV		74 (0.2%)	74 (0.2%)
P96GX9		2 (<0.1%)	4 (<0.1%)
P96K8O		16 (<0.1%)	24 (<0.1%)
P96L35		81 (0.2%)	60 (0.2%)
P96WOX		1 (<0.1%)	3 (<0.1%)
P96X5Z		3 (<0.1%)	0 (0%)
P96Y5O		64 (0.2%)	124 (0.4%)
P970N6		8 (<0.1%)	1 (<0.1%)
P9716K		1 (<0.1%)	2 (<0.1%)
P973FN		2 (<0.1%)	1 (<0.1%)
P977OI		1 (<0.1%)	0 (0%)
P978ET		3 (<0.1%)	4 (<0.1%)
P97DOS		28 (<0.1%)	39 (0.1%)
P97URU		1 (<0.1%)	0 (0%)
P980B9		10 (<0.1%)	5 (<0.1%)
P982U8		2 (<0.1%)	1 (<0.1%)
P985V9		2 (<0.1%)	3 (<0.1%)
P987JJ		5 (<0.1%)	0 (0%)
P98918		59 (0.2%)	57 (0.2%)
P98CU6		0 (0%)	2 (<0.1%)
P98DSP		2 (<0.1%)	0 (0%)
P98DW0		23 (<0.1%)	18 (<0.1%)
P98KCF		4 (<0.1%)	3 (<0.1%)
P98SIH		4 (<0.1%)	9 (<0.1%)
P98SXT		67 (0.2%)	58 (0.2%)
P98TAU		79 (0.2%)	131 (0.4%)
P98V35		1 (<0.1%)	2 (<0.1%)
P98WPW		2 (<0.1%)	2 (<0.1%)
P99698		349 (0.9%)	441 (1.3%)
P997HU		12 (<0.1%)	7 (<0.1%)
P99BGS		228 (0.6%)	179 (0.5%)
P99C83		6 (<0.1%)	3 (<0.1%)
P99L6U		39 (0.1%)	28 (<0.1%)
P99LA7		122 (0.3%)	135 (0.4%)
P99Q4G		3 (<0.1%)	2 (<0.1%)
P99Q5O		1 (<0.1%)	0 (0%)
P99Q9I		4 (<0.1%)	1 (<0.1%)
P99U21		56 (0.1%)	33 (<0.1%)
P99YFT		170 (0.4%)	159 (0.5%)
P99YTS		0 (0%)	1 (<0.1%)
admission_location	73,181
EMERGENCY ROOM		19,602 (52%)	16,279 (46%)
PHYSICIAN REFERRAL		8,986 (24%)	7,412 (21%)
TRANSFER FROM HOSPITAL		6,839 (18%)	8,959 (26%)
Other		2,623 (6.9%)	2,481 (7.1%)
discharge_location	72,544
CHRONIC/LONG TERM ACUTE CARE		1,281 (3.4%)	4,015 (11%)
DIED		3,298 (8.8%)	5,006 (14%)
HOME		12,192 (33%)	5,255 (15%)
HOME HEALTH CARE		10,347 (28%)	7,762 (22%)
REHAB		1,938 (5.2%)	4,000 (11%)
SKILLED NURSING FACILITY		6,239 (17%)	7,158 (20%)
Other		2,183 (5.8%)	1,870 (5.3%)
insurance	73,181
Medicaid		3,060 (8.0%)	2,468 (7.0%)
Medicare		16,489 (43%)	16,602 (47%)
Other		18,501 (49%)	16,061 (46%)
language	73,181
?		3,692 (9.7%)	3,751 (11%)
ENGLISH		34,358 (90%)	31,380 (89%)
marital_status	68,068
DIVORCED		2,843 (8.0%)	2,561 (7.9%)
MARRIED		16,984 (48%)	15,784 (49%)
SINGLE		11,175 (31%)	9,683 (30%)
WIDOWED		4,699 (13%)	4,339 (13%)
race	73,181
ASIAN		1,148 (3.0%)	1,007 (2.9%)
BLACK		4,311 (11%)	3,649 (10%)
HISPANIC		1,492 (3.9%)	1,249 (3.6%)
Other		5,160 (14%)	5,596 (16%)
WHITE		25,939 (68%)	23,630 (67%)
edregtime	48,283
Range		2110-01-14 01:36:00 to 2210-11-18 16:12:00	2110-01-11 21:42:00 to 2211-11-08 18:57:00
edouttime	48,283
Range		2110-01-14 07:22:00 to 2210-11-18 23:28:00	2110-01-12 00:54:00 to 2211-11-09 03:33:00
hospital_expire_flag	73,181	3,357 (8.8%)	4,972 (14%)
gender	73,181
F		17,014 (45%)	15,349 (44%)
M		21,036 (55%)	19,782 (56%)
anchor_age	73,181
Median (IQR)		64 (52, 76)	66 (54, 76)
anchor_year	73,181
Median (IQR)		2,152 (2,132, 2,172)	2,152 (2,132, 2,172)
anchor_year_group	73,181
2008 - 2010		14,369 (38%)	12,341 (35%)
2011 - 2013		9,198 (24%)	8,017 (23%)
2014 - 2016		8,131 (21%)	7,858 (22%)
2017 - 2019		6,352 (17%)	6,915 (20%)
dod	28,274
Range		2110-02-08 to 2210-12-04	2110-01-25 to 2211-01-17
creatinine	55,463
___		246 (0.9%)	493 (1.9%)
0.0		1 (<0.1%)	3 (<0.1%)
0.1		2 (<0.1%)	11 (<0.1%)
0.2		46 (0.2%)	74 (0.3%)
0.3		201 (0.7%)	334 (1.3%)
0.4		758 (2.6%)	1,014 (3.8%)
0.5		1,897 (6.6%)	2,002 (7.5%)
0.6		3,282 (11%)	2,884 (11%)
0.7		3,896 (14%)	3,011 (11%)
0.8		3,865 (13%)	2,750 (10%)
0.9		3,379 (12%)	2,417 (9.1%)
1.0		2,450 (8.5%)	1,837 (6.9%)
1.1		1,693 (5.9%)	1,522 (5.7%)
1.2		1,227 (4.3%)	1,149 (4.3%)
1.3		903 (3.1%)	862 (3.2%)
1.4		624 (2.2%)	656 (2.5%)
1.5		519 (1.8%)	576 (2.2%)
1.6		382 (1.3%)	444 (1.7%)
1.7		329 (1.1%)	380 (1.4%)
1.8		269 (0.9%)	332 (1.2%)
1.9		238 (0.8%)	306 (1.1%)
10.0		2 (<0.1%)	3 (<0.1%)
10.1		1 (<0.1%)	2 (<0.1%)
10.2		4 (<0.1%)	3 (<0.1%)
10.3		1 (<0.1%)	1 (<0.1%)
10.4		0 (0%)	4 (<0.1%)
10.5		1 (<0.1%)	2 (<0.1%)
10.6		0 (0%)	2 (<0.1%)
10.7		1 (<0.1%)	1 (<0.1%)
10.8		2 (<0.1%)	1 (<0.1%)
10.9		0 (0%)	2 (<0.1%)
11.0		1 (<0.1%)	0 (0%)
11.1		1 (<0.1%)	0 (0%)
11.2		0 (0%)	2 (<0.1%)
11.3		1 (<0.1%)	3 (<0.1%)
11.4		1 (<0.1%)	3 (<0.1%)
11.5		1 (<0.1%)	4 (<0.1%)
11.6		3 (<0.1%)	2 (<0.1%)
11.7		2 (<0.1%)	1 (<0.1%)
11.8		2 (<0.1%)	1 (<0.1%)
11.9		3 (<0.1%)	0 (0%)
12.0		1 (<0.1%)	0 (0%)
12.1		2 (<0.1%)	0 (0%)
12.2		2 (<0.1%)	1 (<0.1%)
12.4		1 (<0.1%)	0 (0%)
12.5		3 (<0.1%)	0 (0%)
12.6		0 (0%)	1 (<0.1%)
12.7		2 (<0.1%)	0 (0%)
12.8		1 (<0.1%)	0 (0%)
12.9		1 (<0.1%)	0 (0%)
13.1		0 (0%)	3 (<0.1%)
13.2		0 (0%)	2 (<0.1%)
13.5		0 (0%)	1 (<0.1%)
13.6		1 (<0.1%)	0 (0%)
13.9		1 (<0.1%)	0 (0%)
14.1		2 (<0.1%)	0 (0%)
14.2		1 (<0.1%)	0 (0%)
14.5		1 (<0.1%)	2 (<0.1%)
14.6		1 (<0.1%)	0 (0%)
14.7		1 (<0.1%)	0 (0%)
16.8		1 (<0.1%)	1 (<0.1%)
16.9		1 (<0.1%)	0 (0%)
17.5		1 (<0.1%)	0 (0%)
17.9		1 (<0.1%)	0 (0%)
2.0		184 (0.6%)	262 (1.0%)
2.1		191 (0.7%)	195 (0.7%)
2.2		161 (0.6%)	202 (0.8%)
2.3		164 (0.6%)	164 (0.6%)
2.4		119 (0.4%)	143 (0.5%)
2.5		91 (0.3%)	131 (0.5%)
2.6		95 (0.3%)	128 (0.5%)
2.7		89 (0.3%)	116 (0.4%)
2.8		75 (0.3%)	119 (0.4%)
2.9		87 (0.3%)	124 (0.5%)
20.0		1 (<0.1%)	0 (0%)
3.0		69 (0.2%)	100 (0.4%)
3.1		65 (0.2%)	80 (0.3%)
3.2		47 (0.2%)	109 (0.4%)
3.3		63 (0.2%)	81 (0.3%)
3.4		61 (0.2%)	90 (0.3%)
3.5		50 (0.2%)	77 (0.3%)
3.6		57 (0.2%)	77 (0.3%)
3.7		43 (0.1%)	62 (0.2%)
3.8		39 (0.1%)	56 (0.2%)
3.9		48 (0.2%)	73 (0.3%)
4.0		51 (0.2%)	47 (0.2%)
4.1		41 (0.1%)	49 (0.2%)
4.2		32 (0.1%)	49 (0.2%)
4.3		30 (0.1%)	47 (0.2%)
4.4		25 (<0.1%)	54 (0.2%)
4.5		24 (<0.1%)	59 (0.2%)
4.6		31 (0.1%)	48 (0.2%)
4.7		28 (<0.1%)	47 (0.2%)
4.8		25 (<0.1%)	42 (0.2%)
4.9		27 (<0.1%)	41 (0.2%)
5.0		25 (<0.1%)	35 (0.1%)
5.1		25 (<0.1%)	33 (0.1%)
5.2		27 (<0.1%)	31 (0.1%)
5.3		19 (<0.1%)	32 (0.1%)
5.4		21 (<0.1%)	27 (0.1%)
5.5		34 (0.1%)	34 (0.1%)
5.6		21 (<0.1%)	18 (<0.1%)
5.7		15 (<0.1%)	23 (<0.1%)
5.8		13 (<0.1%)	28 (0.1%)
5.9		14 (<0.1%)	26 (<0.1%)
6.0		14 (<0.1%)	16 (<0.1%)
6.1		15 (<0.1%)	27 (0.1%)
6.2		7 (<0.1%)	17 (<0.1%)
6.3		8 (<0.1%)	10 (<0.1%)
6.4		12 (<0.1%)	12 (<0.1%)
6.5		11 (<0.1%)	24 (<0.1%)
6.6		15 (<0.1%)	14 (<0.1%)
6.7		14 (<0.1%)	15 (<0.1%)
6.8		8 (<0.1%)	7 (<0.1%)
6.9		11 (<0.1%)	7 (<0.1%)
7.0		7 (<0.1%)	18 (<0.1%)
7.1		9 (<0.1%)	18 (<0.1%)
7.2		12 (<0.1%)	13 (<0.1%)
7.3		8 (<0.1%)	9 (<0.1%)
7.4		11 (<0.1%)	8 (<0.1%)
7.5		5 (<0.1%)	13 (<0.1%)
7.6		4 (<0.1%)	5 (<0.1%)
7.7		6 (<0.1%)	7 (<0.1%)
7.8		9 (<0.1%)	8 (<0.1%)
7.9		5 (<0.1%)	14 (<0.1%)
8.0		5 (<0.1%)	9 (<0.1%)
8.1		3 (<0.1%)	4 (<0.1%)
8.2		6 (<0.1%)	3 (<0.1%)
8.3		2 (<0.1%)	2 (<0.1%)
8.4		8 (<0.1%)	6 (<0.1%)
8.5		3 (<0.1%)	5 (<0.1%)
8.6		4 (<0.1%)	3 (<0.1%)
8.7		5 (<0.1%)	6 (<0.1%)
8.8		4 (<0.1%)	7 (<0.1%)
8.9		4 (<0.1%)	6 (<0.1%)
9.0		7 (<0.1%)	3 (<0.1%)
9.1		5 (<0.1%)	3 (<0.1%)
9.2		3 (<0.1%)	3 (<0.1%)
9.3		3 (<0.1%)	5 (<0.1%)
9.4		1 (<0.1%)	2 (<0.1%)
9.5		1 (<0.1%)	8 (<0.1%)
9.6		4 (<0.1%)	2 (<0.1%)
9.7		3 (<0.1%)	4 (<0.1%)
9.8		2 (<0.1%)	1 (<0.1%)
9.9		3 (<0.1%)	2 (<0.1%)
potassium	55,466
___		3,448 (12%)	3,725 (14%)
3.0		115 (0.4%)	88 (0.3%)
3.1		165 (0.6%)	153 (0.6%)
3.2		256 (0.9%)	243 (0.9%)
3.3		465 (1.6%)	397 (1.5%)
3.4		706 (2.4%)	669 (2.5%)
3.5		1,018 (3.5%)	853 (3.2%)
3.6		1,279 (4.4%)	1,142 (4.3%)
3.7		1,689 (5.9%)	1,437 (5.4%)
3.8		1,955 (6.8%)	1,653 (6.2%)
3.9		2,302 (8.0%)	1,853 (7.0%)
4.0		2,316 (8.0%)	1,986 (7.5%)
4.1		2,284 (7.9%)	2,043 (7.7%)
4.2		2,284 (7.9%)	1,834 (6.9%)
4.3		1,928 (6.7%)	1,622 (6.1%)
4.4		1,553 (5.4%)	1,400 (5.3%)
4.5		1,263 (4.4%)	1,243 (4.7%)
4.6		948 (3.3%)	949 (3.6%)
4.7		722 (2.5%)	807 (3.0%)
4.8		573 (2.0%)	645 (2.4%)
4.9		427 (1.5%)	522 (2.0%)
4.96		1 (<0.1%)	0 (0%)
5.0		330 (1.1%)	338 (1.3%)
5.1		212 (0.7%)	278 (1.0%)
5.2		150 (0.5%)	177 (0.7%)
5.3		125 (0.4%)	171 (0.6%)
5.4		91 (0.3%)	122 (0.5%)
5.5		63 (0.2%)	90 (0.3%)
5.6		58 (0.2%)	60 (0.2%)
5.7		43 (0.1%)	45 (0.2%)
5.8		50 (0.2%)	42 (0.2%)
5.9		24 (<0.1%)	36 (0.1%)
sodium	55,462
___		4,670 (16%)	5,273 (20%)
125		40 (0.1%)	51 (0.2%)
126		46 (0.2%)	55 (0.2%)
127		52 (0.2%)	80 (0.3%)
128		86 (0.3%)	102 (0.4%)
129		150 (0.5%)	155 (0.6%)
130		226 (0.8%)	229 (0.9%)
131		299 (1.0%)	357 (1.3%)
132		434 (1.5%)	507 (1.9%)
133		656 (2.3%)	766 (2.9%)
134		1,027 (3.6%)	1,037 (3.9%)
135		1,468 (5.1%)	1,380 (5.2%)
136		1,838 (6.4%)	1,674 (6.3%)
137		2,481 (8.6%)	2,041 (7.7%)
138		2,845 (9.9%)	2,366 (8.9%)
139		2,858 (9.9%)	2,249 (8.4%)
140		2,653 (9.2%)	2,099 (7.9%)
141		2,364 (8.2%)	1,680 (6.3%)
142		1,687 (5.8%)	1,360 (5.1%)
143		1,167 (4.0%)	1,033 (3.9%)
144		763 (2.6%)	682 (2.6%)
145		446 (1.5%)	476 (1.8%)
146		219 (0.8%)	334 (1.3%)
147		150 (0.5%)	236 (0.9%)
148		102 (0.4%)	178 (0.7%)
149		63 (0.2%)	115 (0.4%)
150		48 (0.2%)	109 (0.4%)
chloride	55,457
___		213 (0.7%)	337 (1.3%)
100		1,966 (6.8%)	1,926 (7.2%)
101		2,382 (8.3%)	2,152 (8.1%)
102		2,557 (8.9%)	2,080 (7.8%)
103		2,450 (8.5%)	2,114 (7.9%)
104		2,477 (8.6%)	1,900 (7.1%)
105		2,250 (7.8%)	1,694 (6.4%)
106		1,774 (6.2%)	1,358 (5.1%)
107		1,464 (5.1%)	1,089 (4.1%)
108		1,154 (4.0%)	761 (2.9%)
109		820 (2.8%)	625 (2.3%)
110		549 (1.9%)	469 (1.8%)
111		404 (1.4%)	339 (1.3%)
112		283 (1.0%)	274 (1.0%)
113		206 (0.7%)	238 (0.9%)
114		142 (0.5%)	180 (0.7%)
115		107 (0.4%)	122 (0.5%)
116		87 (0.3%)	98 (0.4%)
117		65 (0.2%)	89 (0.3%)
118		51 (0.2%)	60 (0.2%)
119		32 (0.1%)	54 (0.2%)
120		26 (<0.1%)	49 (0.2%)
80		5 (<0.1%)	6 (<0.1%)
81		8 (<0.1%)	6 (<0.1%)
82		9 (<0.1%)	14 (<0.1%)
83		19 (<0.1%)	15 (<0.1%)
84		17 (<0.1%)	27 (0.1%)
85		24 (<0.1%)	38 (0.1%)
86		26 (<0.1%)	58 (0.2%)
87		44 (0.2%)	78 (0.3%)
88		66 (0.2%)	104 (0.4%)
89		77 (0.3%)	112 (0.4%)
90		134 (0.5%)	184 (0.7%)
91		197 (0.7%)	231 (0.9%)
92		256 (0.9%)	351 (1.3%)
93		319 (1.1%)	474 (1.8%)
94		435 (1.5%)	622 (2.3%)
95		600 (2.1%)	772 (2.9%)
96		874 (3.0%)	1,027 (3.9%)
97		1,142 (4.0%)	1,291 (4.8%)
98		1,394 (4.8%)	1,487 (5.6%)
99		1,731 (6.0%)	1,716 (6.4%)
bicarbonate	55,433
___		868 (3.0%)	892 (3.4%)
15		174 (0.6%)	164 (0.6%)
16		203 (0.7%)	248 (0.9%)
17		278 (1.0%)	329 (1.2%)
18		326 (1.1%)	361 (1.4%)
19		460 (1.6%)	507 (1.9%)
19.7		1 (<0.1%)	0 (0%)
20		687 (2.4%)	671 (2.5%)
21		1,018 (3.5%)	923 (3.5%)
22		1,517 (5.3%)	1,273 (4.8%)
23		2,075 (7.2%)	1,806 (6.8%)
24		2,766 (9.6%)	2,189 (8.2%)
25		3,131 (11%)	2,570 (9.7%)
26		3,181 (11%)	2,615 (9.8%)
27		2,985 (10%)	2,620 (9.8%)
28		2,726 (9.5%)	2,375 (8.9%)
29		2,096 (7.3%)	1,908 (7.2%)
30		1,510 (5.2%)	1,501 (5.6%)
31		971 (3.4%)	1,049 (3.9%)
32		661 (2.3%)	752 (2.8%)
33		420 (1.5%)	547 (2.1%)
34		245 (0.9%)	413 (1.6%)
35		182 (0.6%)	257 (1.0%)
36		127 (0.4%)	224 (0.8%)
37		64 (0.2%)	155 (0.6%)
38		59 (0.2%)	109 (0.4%)
39		59 (0.2%)	82 (0.3%)
40		31 (0.1%)	72 (0.3%)
hematocrit	55,416
___		125 (0.4%)	112 (0.4%)
10.1		2 (<0.1%)	0 (0%)
11.8		1 (<0.1%)	0 (0%)
12.7		1 (<0.1%)	0 (0%)
13.9		1 (<0.1%)	0 (0%)
14.0		1 (<0.1%)	0 (0%)
15.0		0 (0%)	1 (<0.1%)
15.1		1 (<0.1%)	0 (0%)
15.6		1 (<0.1%)	2 (<0.1%)
15.8		0 (0%)	1 (<0.1%)
16.0		0 (0%)	1 (<0.1%)
16.1		0 (0%)	1 (<0.1%)
16.2		0 (0%)	1 (<0.1%)
16.4		1 (<0.1%)	1 (<0.1%)
16.5		2 (<0.1%)	2 (<0.1%)
16.6		1 (<0.1%)	3 (<0.1%)
16.7		0 (0%)	5 (<0.1%)
16.8		1 (<0.1%)	0 (0%)
17.0		1 (<0.1%)	1 (<0.1%)
17.1		1 (<0.1%)	3 (<0.1%)
17.2		1 (<0.1%)	0 (0%)
17.3		2 (<0.1%)	0 (0%)
17.4		3 (<0.1%)	3 (<0.1%)
17.5		1 (<0.1%)	1 (<0.1%)
17.6		2 (<0.1%)	6 (<0.1%)
17.7		3 (<0.1%)	1 (<0.1%)
17.8		1 (<0.1%)	3 (<0.1%)
17.9		0 (0%)	3 (<0.1%)
18.0		1 (<0.1%)	3 (<0.1%)
18.1		2 (<0.1%)	2 (<0.1%)
18.2		1 (<0.1%)	3 (<0.1%)
18.3		3 (<0.1%)	1 (<0.1%)
18.4		7 (<0.1%)	2 (<0.1%)
18.5		2 (<0.1%)	3 (<0.1%)
18.6		1 (<0.1%)	5 (<0.1%)
18.7		1 (<0.1%)	3 (<0.1%)
18.8		5 (<0.1%)	3 (<0.1%)
18.9		4 (<0.1%)	5 (<0.1%)
19.0		2 (<0.1%)	4 (<0.1%)
19.1		2 (<0.1%)	5 (<0.1%)
19.2		2 (<0.1%)	6 (<0.1%)
19.3		9 (<0.1%)	4 (<0.1%)
19.4		5 (<0.1%)	10 (<0.1%)
19.5		5 (<0.1%)	6 (<0.1%)
19.6		4 (<0.1%)	12 (<0.1%)
19.7		3 (<0.1%)	13 (<0.1%)
19.8		3 (<0.1%)	10 (<0.1%)
19.9		4 (<0.1%)	8 (<0.1%)
20.0		6 (<0.1%)	11 (<0.1%)
20.1		11 (<0.1%)	18 (<0.1%)
20.2		5 (<0.1%)	15 (<0.1%)
20.3		6 (<0.1%)	14 (<0.1%)
20.4		8 (<0.1%)	9 (<0.1%)
20.5		7 (<0.1%)	12 (<0.1%)
20.6		5 (<0.1%)	8 (<0.1%)
20.7		9 (<0.1%)	11 (<0.1%)
20.8		7 (<0.1%)	18 (<0.1%)
20.9		8 (<0.1%)	20 (<0.1%)
21.0		17 (<0.1%)	18 (<0.1%)
21.1		14 (<0.1%)	31 (0.1%)
21.2		14 (<0.1%)	36 (0.1%)
21.3		17 (<0.1%)	14 (<0.1%)
21.4		13 (<0.1%)	26 (<0.1%)
21.5		24 (<0.1%)	33 (0.1%)
21.6		23 (<0.1%)	14 (<0.1%)
21.7		25 (<0.1%)	28 (0.1%)
21.8		25 (<0.1%)	32 (0.1%)
21.9		24 (<0.1%)	46 (0.2%)
22.0		23 (<0.1%)	45 (0.2%)
22.1		30 (0.1%)	49 (0.2%)
22.2		35 (0.1%)	54 (0.2%)
22.3		36 (0.1%)	45 (0.2%)
22.4		36 (0.1%)	62 (0.2%)
22.5		24 (<0.1%)	56 (0.2%)
22.6		40 (0.1%)	64 (0.2%)
22.7		36 (0.1%)	62 (0.2%)
22.8		28 (<0.1%)	67 (0.3%)
22.9		43 (0.1%)	61 (0.2%)
23.0		42 (0.1%)	79 (0.3%)
23.1		49 (0.2%)	79 (0.3%)
23.2		54 (0.2%)	88 (0.3%)
23.3		51 (0.2%)	87 (0.3%)
23.4		59 (0.2%)	112 (0.4%)
23.5		70 (0.2%)	81 (0.3%)
23.6		46 (0.2%)	102 (0.4%)
23.7		70 (0.2%)	95 (0.4%)
23.8		54 (0.2%)	120 (0.5%)
23.9		77 (0.3%)	121 (0.5%)
24.0		89 (0.3%)	104 (0.4%)
24.1		97 (0.3%)	125 (0.5%)
24.2		89 (0.3%)	136 (0.5%)
24.3		103 (0.4%)	126 (0.5%)
24.4		104 (0.4%)	127 (0.5%)
24.5		97 (0.3%)	135 (0.5%)
24.6		111 (0.4%)	128 (0.5%)
24.7		116 (0.4%)	139 (0.5%)
24.8		122 (0.4%)	175 (0.7%)
24.9		113 (0.4%)	178 (0.7%)
25.0		126 (0.4%)	156 (0.6%)
25.1		140 (0.5%)	179 (0.7%)
25.2		134 (0.5%)	148 (0.6%)
25.3		141 (0.5%)	152 (0.6%)
25.4		142 (0.5%)	165 (0.6%)
25.5		146 (0.5%)	176 (0.7%)
25.6		131 (0.5%)	179 (0.7%)
25.7		126 (0.4%)	177 (0.7%)
25.8		168 (0.6%)	222 (0.8%)
25.9		126 (0.4%)	183 (0.7%)
26.0		138 (0.5%)	183 (0.7%)
26.1		165 (0.6%)	184 (0.7%)
26.2		163 (0.6%)	191 (0.7%)
26.3		175 (0.6%)	200 (0.8%)
26.4		156 (0.5%)	196 (0.7%)
26.5		167 (0.6%)	194 (0.7%)
26.6		171 (0.6%)	230 (0.9%)
26.7		171 (0.6%)	207 (0.8%)
26.8		183 (0.6%)	222 (0.8%)
26.9		172 (0.6%)	194 (0.7%)
27.0		186 (0.6%)	191 (0.7%)
27.1		161 (0.6%)	217 (0.8%)
27.2		176 (0.6%)	205 (0.8%)
27.3		175 (0.6%)	209 (0.8%)
27.4		182 (0.6%)	204 (0.8%)
27.5		170 (0.6%)	179 (0.7%)
27.6		172 (0.6%)	195 (0.7%)
27.7		182 (0.6%)	238 (0.9%)
27.8		199 (0.7%)	237 (0.9%)
27.9		213 (0.7%)	221 (0.8%)
28.0		179 (0.6%)	207 (0.8%)
28.1		226 (0.8%)	205 (0.8%)
28.2		184 (0.6%)	198 (0.7%)
28.3		179 (0.6%)	193 (0.7%)
28.4		192 (0.7%)	252 (0.9%)
28.5		185 (0.6%)	198 (0.7%)
28.6		210 (0.7%)	222 (0.8%)
28.7		198 (0.7%)	232 (0.9%)
28.8		190 (0.7%)	190 (0.7%)
28.9		171 (0.6%)	216 (0.8%)
29.0		186 (0.6%)	204 (0.8%)
29.1		195 (0.7%)	197 (0.7%)
29.2		186 (0.6%)	174 (0.7%)
29.3		165 (0.6%)	191 (0.7%)
29.4		186 (0.6%)	200 (0.8%)
29.5		198 (0.7%)	216 (0.8%)
29.6		184 (0.6%)	181 (0.7%)
29.7		187 (0.6%)	195 (0.7%)
29.8		202 (0.7%)	197 (0.7%)
29.9		202 (0.7%)	205 (0.8%)
30.0		205 (0.7%)	228 (0.9%)
30.1		178 (0.6%)	168 (0.6%)
30.2		196 (0.7%)	194 (0.7%)
30.3		176 (0.6%)	203 (0.8%)
30.4		189 (0.7%)	191 (0.7%)
30.5		191 (0.7%)	229 (0.9%)
30.6		206 (0.7%)	201 (0.8%)
30.7		216 (0.7%)	170 (0.6%)
30.8		193 (0.7%)	208 (0.8%)
30.9		196 (0.7%)	187 (0.7%)
31.0		193 (0.7%)	184 (0.7%)
31.1		203 (0.7%)	183 (0.7%)
31.2		165 (0.6%)	190 (0.7%)
31.3		187 (0.6%)	173 (0.7%)
31.4		207 (0.7%)	185 (0.7%)
31.5		186 (0.6%)	160 (0.6%)
31.6		165 (0.6%)	176 (0.7%)
31.7		181 (0.6%)	174 (0.7%)
31.8		177 (0.6%)	180 (0.7%)
31.9		188 (0.7%)	156 (0.6%)
32.0		197 (0.7%)	185 (0.7%)
32.1		174 (0.6%)	169 (0.6%)
32.2		199 (0.7%)	176 (0.7%)
32.3		158 (0.5%)	131 (0.5%)
32.4		177 (0.6%)	151 (0.6%)
32.5		200 (0.7%)	135 (0.5%)
32.6		165 (0.6%)	138 (0.5%)
32.7		187 (0.6%)	148 (0.6%)
32.8		176 (0.6%)	139 (0.5%)
32.9		165 (0.6%)	130 (0.5%)
33.0		184 (0.6%)	145 (0.5%)
33.1		154 (0.5%)	148 (0.6%)
33.2		170 (0.6%)	144 (0.5%)
33.3		155 (0.5%)	144 (0.5%)
33.4		160 (0.6%)	133 (0.5%)
33.5		148 (0.5%)	119 (0.4%)
33.6		165 (0.6%)	128 (0.5%)
33.7		185 (0.6%)	127 (0.5%)
33.8		148 (0.5%)	147 (0.6%)
33.9		174 (0.6%)	125 (0.5%)
34.0		178 (0.6%)	122 (0.5%)
34.1		141 (0.5%)	106 (0.4%)
34.2		176 (0.6%)	121 (0.5%)
34.3		141 (0.5%)	109 (0.4%)
34.4		152 (0.5%)	127 (0.5%)
34.5		170 (0.6%)	104 (0.4%)
34.6		167 (0.6%)	115 (0.4%)
34.7		142 (0.5%)	117 (0.4%)
34.8		146 (0.5%)	120 (0.5%)
34.9		166 (0.6%)	105 (0.4%)
35.0		137 (0.5%)	116 (0.4%)
35.1		138 (0.5%)	117 (0.4%)
35.2		161 (0.6%)	97 (0.4%)
35.3		151 (0.5%)	103 (0.4%)
35.4		140 (0.5%)	101 (0.4%)
35.5		141 (0.5%)	102 (0.4%)
35.6		136 (0.5%)	89 (0.3%)
35.7		126 (0.4%)	92 (0.3%)
35.8		139 (0.5%)	83 (0.3%)
35.9		145 (0.5%)	101 (0.4%)
36.0		125 (0.4%)	102 (0.4%)
36.1		140 (0.5%)	85 (0.3%)
36.2		144 (0.5%)	70 (0.3%)
36.3		129 (0.4%)	89 (0.3%)
36.4		141 (0.5%)	75 (0.3%)
36.5		117 (0.4%)	89 (0.3%)
36.6		139 (0.5%)	78 (0.3%)
36.7		169 (0.6%)	103 (0.4%)
36.8		135 (0.5%)	88 (0.3%)
36.9		125 (0.4%)	71 (0.3%)
37.0		119 (0.4%)	72 (0.3%)
37.1		133 (0.5%)	86 (0.3%)
37.2		124 (0.4%)	72 (0.3%)
37.3		126 (0.4%)	96 (0.4%)
37.4		119 (0.4%)	72 (0.3%)
37.5		114 (0.4%)	75 (0.3%)
37.6		84 (0.3%)	74 (0.3%)
37.7		140 (0.5%)	81 (0.3%)
37.8		110 (0.4%)	59 (0.2%)
37.9		99 (0.3%)	64 (0.2%)
38.0		114 (0.4%)	69 (0.3%)
38.1		115 (0.4%)	49 (0.2%)
38.2		127 (0.4%)	63 (0.2%)
38.3		124 (0.4%)	44 (0.2%)
38.4		100 (0.3%)	60 (0.2%)
38.5		109 (0.4%)	54 (0.2%)
38.6		112 (0.4%)	58 (0.2%)
38.7		120 (0.4%)	60 (0.2%)
38.8		95 (0.3%)	52 (0.2%)
38.9		77 (0.3%)	62 (0.2%)
39.0		125 (0.4%)	67 (0.3%)
39.1		93 (0.3%)	40 (0.2%)
39.2		95 (0.3%)	46 (0.2%)
39.3		91 (0.3%)	49 (0.2%)
39.4		82 (0.3%)	55 (0.2%)
39.5		83 (0.3%)	48 (0.2%)
39.6		90 (0.3%)	45 (0.2%)
39.7		87 (0.3%)	47 (0.2%)
39.8		76 (0.3%)	45 (0.2%)
39.9		99 (0.3%)	52 (0.2%)
40.0		85 (0.3%)	56 (0.2%)
40.1		88 (0.3%)	52 (0.2%)
40.2		64 (0.2%)	39 (0.1%)
40.3		84 (0.3%)	48 (0.2%)
40.4		71 (0.2%)	38 (0.1%)
40.5		84 (0.3%)	47 (0.2%)
40.6		79 (0.3%)	32 (0.1%)
40.7		90 (0.3%)	35 (0.1%)
40.8		59 (0.2%)	38 (0.1%)
40.9		60 (0.2%)	42 (0.2%)
41.0		64 (0.2%)	36 (0.1%)
41.1		67 (0.2%)	36 (0.1%)
41.2		52 (0.2%)	40 (0.2%)
41.3		55 (0.2%)	35 (0.1%)
41.4		50 (0.2%)	46 (0.2%)
41.5		57 (0.2%)	31 (0.1%)
41.6		67 (0.2%)	32 (0.1%)
41.7		46 (0.2%)	31 (0.1%)
41.8		58 (0.2%)	40 (0.2%)
41.9		48 (0.2%)	27 (0.1%)
42.0		55 (0.2%)	34 (0.1%)
42.1		49 (0.2%)	29 (0.1%)
42.2		52 (0.2%)	32 (0.1%)
42.3		47 (0.2%)	20 (<0.1%)
42.4		43 (0.1%)	31 (0.1%)
42.5		45 (0.2%)	29 (0.1%)
42.6		44 (0.2%)	31 (0.1%)
42.7		47 (0.2%)	23 (<0.1%)
42.8		35 (0.1%)	20 (<0.1%)
42.9		38 (0.1%)	25 (<0.1%)
43.0		50 (0.2%)	26 (<0.1%)
43.1		31 (0.1%)	22 (<0.1%)
43.2		45 (0.2%)	14 (<0.1%)
43.3		49 (0.2%)	20 (<0.1%)
43.4		26 (<0.1%)	16 (<0.1%)
43.5		31 (0.1%)	19 (<0.1%)
43.6		35 (0.1%)	19 (<0.1%)
43.7		38 (0.1%)	18 (<0.1%)
43.8		30 (0.1%)	24 (<0.1%)
43.9		28 (<0.1%)	16 (<0.1%)
44.0		29 (0.1%)	9 (<0.1%)
44.1		25 (<0.1%)	14 (<0.1%)
44.2		22 (<0.1%)	12 (<0.1%)
44.3		23 (<0.1%)	20 (<0.1%)
44.4		27 (<0.1%)	19 (<0.1%)
44.5		26 (<0.1%)	13 (<0.1%)
44.6		22 (<0.1%)	17 (<0.1%)
44.7		14 (<0.1%)	10 (<0.1%)
44.8		15 (<0.1%)	10 (<0.1%)
44.9		24 (<0.1%)	11 (<0.1%)
45.0		27 (<0.1%)	10 (<0.1%)
45.1		28 (<0.1%)	15 (<0.1%)
45.2		16 (<0.1%)	8 (<0.1%)
45.3		19 (<0.1%)	9 (<0.1%)
45.4		25 (<0.1%)	11 (<0.1%)
45.5		15 (<0.1%)	14 (<0.1%)
45.6		6 (<0.1%)	14 (<0.1%)
45.7		17 (<0.1%)	5 (<0.1%)
45.8		20 (<0.1%)	10 (<0.1%)
45.9		20 (<0.1%)	8 (<0.1%)
46.0		14 (<0.1%)	9 (<0.1%)
46.1		10 (<0.1%)	3 (<0.1%)
46.2		6 (<0.1%)	5 (<0.1%)
46.3		15 (<0.1%)	6 (<0.1%)
46.4		15 (<0.1%)	4 (<0.1%)
46.5		18 (<0.1%)	5 (<0.1%)
46.6		10 (<0.1%)	4 (<0.1%)
46.7		11 (<0.1%)	5 (<0.1%)
46.8		13 (<0.1%)	5 (<0.1%)
46.9		6 (<0.1%)	2 (<0.1%)
47.0		6 (<0.1%)	10 (<0.1%)
47.1		6 (<0.1%)	6 (<0.1%)
47.2		16 (<0.1%)	7 (<0.1%)
47.3		4 (<0.1%)	5 (<0.1%)
47.4		13 (<0.1%)	4 (<0.1%)
47.5		1 (<0.1%)	1 (<0.1%)
47.6		8 (<0.1%)	5 (<0.1%)
47.7		6 (<0.1%)	7 (<0.1%)
47.8		13 (<0.1%)	4 (<0.1%)
47.9		4 (<0.1%)	6 (<0.1%)
48.0		5 (<0.1%)	3 (<0.1%)
48.1		5 (<0.1%)	5 (<0.1%)
48.2		8 (<0.1%)	3 (<0.1%)
48.3		5 (<0.1%)	3 (<0.1%)
48.4		8 (<0.1%)	3 (<0.1%)
48.5		3 (<0.1%)	3 (<0.1%)
48.6		9 (<0.1%)	5 (<0.1%)
48.7		4 (<0.1%)	1 (<0.1%)
48.8		6 (<0.1%)	5 (<0.1%)
48.9		9 (<0.1%)	6 (<0.1%)
49.0		5 (<0.1%)	4 (<0.1%)
49.1		5 (<0.1%)	3 (<0.1%)
49.2		2 (<0.1%)	1 (<0.1%)
49.3		6 (<0.1%)	3 (<0.1%)
49.4		5 (<0.1%)	1 (<0.1%)
49.5		5 (<0.1%)	3 (<0.1%)
49.6		3 (<0.1%)	3 (<0.1%)
49.7		4 (<0.1%)	4 (<0.1%)
49.8		4 (<0.1%)	2 (<0.1%)
49.9		1 (<0.1%)	1 (<0.1%)
50.0		1 (<0.1%)	1 (<0.1%)
50.1		1 (<0.1%)	0 (0%)
50.2		6 (<0.1%)	4 (<0.1%)
50.3		3 (<0.1%)	2 (<0.1%)
50.4		2 (<0.1%)	3 (<0.1%)
50.5		1 (<0.1%)	1 (<0.1%)
50.6		1 (<0.1%)	3 (<0.1%)
50.7		2 (<0.1%)	2 (<0.1%)
50.8		4 (<0.1%)	1 (<0.1%)
50.9		2 (<0.1%)	1 (<0.1%)
51.0		3 (<0.1%)	2 (<0.1%)
51.1		0 (0%)	2 (<0.1%)
51.2		1 (<0.1%)	3 (<0.1%)
51.3		3 (<0.1%)	0 (0%)
51.4		2 (<0.1%)	1 (<0.1%)
51.5		2 (<0.1%)	3 (<0.1%)
51.7		2 (<0.1%)	0 (0%)
51.8		2 (<0.1%)	0 (0%)
51.9		1 (<0.1%)	1 (<0.1%)
52.0		1 (<0.1%)	3 (<0.1%)
52.1		1 (<0.1%)	0 (0%)
52.2		1 (<0.1%)	1 (<0.1%)
52.3		1 (<0.1%)	0 (0%)
52.4		1 (<0.1%)	0 (0%)
52.5		1 (<0.1%)	0 (0%)
52.6		2 (<0.1%)	1 (<0.1%)
52.7		1 (<0.1%)	1 (<0.1%)
52.8		1 (<0.1%)	0 (0%)
52.9		1 (<0.1%)	1 (<0.1%)
53.0		1 (<0.1%)	1 (<0.1%)
53.1		2 (<0.1%)	1 (<0.1%)
53.2		0 (0%)	1 (<0.1%)
53.4		1 (<0.1%)	0 (0%)
53.5		1 (<0.1%)	0 (0%)
53.8		1 (<0.1%)	0 (0%)
53.9		1 (<0.1%)	0 (0%)
54.0		0 (0%)	1 (<0.1%)
54.1		1 (<0.1%)	1 (<0.1%)
54.2		0 (0%)	1 (<0.1%)
54.4		1 (<0.1%)	1 (<0.1%)
54.5		1 (<0.1%)	0 (0%)
54.6		0 (0%)	1 (<0.1%)
54.7		3 (<0.1%)	0 (0%)
54.8		1 (<0.1%)	0 (0%)
55.1		0 (0%)	1 (<0.1%)
55.2		0 (0%)	1 (<0.1%)
55.3		4 (<0.1%)	0 (0%)
56.3		1 (<0.1%)	0 (0%)
56.5		1 (<0.1%)	0 (0%)
56.6		0 (0%)	1 (<0.1%)
57.1		0 (0%)	1 (<0.1%)
57.2		1 (<0.1%)	0 (0%)
57.9		2 (<0.1%)	1 (<0.1%)
58.3		0 (0%)	2 (<0.1%)
58.9		1 (<0.1%)	0 (0%)
59.6		1 (<0.1%)	0 (0%)
60.6		0 (0%)	1 (<0.1%)
61.0		1 (<0.1%)	0 (0%)
62.6		1 (<0.1%)	0 (0%)
68.5		0 (0%)	1 (<0.1%)
8.7		0 (0%)	1 (<0.1%)
white_blood_cell_count	55,394
___		534 (1.9%)	652 (2.5%)
0.1		11 (<0.1%)	14 (<0.1%)
0.2		10 (<0.1%)	9 (<0.1%)
0.3		11 (<0.1%)	13 (<0.1%)
0.4		7 (<0.1%)	7 (<0.1%)
0.5		8 (<0.1%)	6 (<0.1%)
0.6		4 (<0.1%)	13 (<0.1%)
0.7		12 (<0.1%)	7 (<0.1%)
0.8		5 (<0.1%)	6 (<0.1%)
0.9		8 (<0.1%)	7 (<0.1%)
1.0		3 (<0.1%)	9 (<0.1%)
1.1		6 (<0.1%)	11 (<0.1%)
1.2		10 (<0.1%)	5 (<0.1%)
1.3		10 (<0.1%)	13 (<0.1%)
1.4		9 (<0.1%)	5 (<0.1%)
1.5		14 (<0.1%)	14 (<0.1%)
1.6		10 (<0.1%)	8 (<0.1%)
1.7		11 (<0.1%)	9 (<0.1%)
1.8		13 (<0.1%)	14 (<0.1%)
1.9		24 (<0.1%)	11 (<0.1%)
10.0		252 (0.9%)	255 (1.0%)
10.1		227 (0.8%)	218 (0.8%)
10.2		263 (0.9%)	236 (0.9%)
10.3		228 (0.8%)	223 (0.8%)
10.4		238 (0.8%)	226 (0.8%)
10.5		196 (0.7%)	231 (0.9%)
10.6		220 (0.8%)	227 (0.9%)
10.7		208 (0.7%)	230 (0.9%)
10.8		198 (0.7%)	207 (0.8%)
10.9		177 (0.6%)	236 (0.9%)
101.0		1 (<0.1%)	0 (0%)
102.2		1 (<0.1%)	0 (0%)
11.0		187 (0.6%)	191 (0.7%)
11.1		194 (0.7%)	201 (0.8%)
11.2		172 (0.6%)	157 (0.6%)
11.3		178 (0.6%)	179 (0.7%)
11.35		1 (<0.1%)	0 (0%)
11.4		159 (0.6%)	158 (0.6%)
11.5		137 (0.5%)	163 (0.6%)
11.6		159 (0.6%)	131 (0.5%)
11.7		158 (0.5%)	148 (0.6%)
11.8		146 (0.5%)	166 (0.6%)
11.9		149 (0.5%)	172 (0.6%)
111.1		0 (0%)	2 (<0.1%)
114.1		1 (<0.1%)	0 (0%)
12.0		130 (0.5%)	151 (0.6%)
12.1		126 (0.4%)	140 (0.5%)
12.2		136 (0.5%)	136 (0.5%)
12.3		121 (0.4%)	138 (0.5%)
12.4		111 (0.4%)	134 (0.5%)
12.5		121 (0.4%)	130 (0.5%)
12.6		108 (0.4%)	102 (0.4%)
12.7		112 (0.4%)	103 (0.4%)
12.8		108 (0.4%)	114 (0.4%)
12.9		101 (0.4%)	121 (0.5%)
123.0		1 (<0.1%)	0 (0%)
124.7		1 (<0.1%)	0 (0%)
126.2		1 (<0.1%)	0 (0%)
127.3		0 (0%)	1 (<0.1%)
13.0		86 (0.3%)	125 (0.5%)
13.1		99 (0.3%)	94 (0.4%)
13.2		105 (0.4%)	111 (0.4%)
13.3		81 (0.3%)	102 (0.4%)
13.4		85 (0.3%)	95 (0.4%)
13.5		87 (0.3%)	80 (0.3%)
13.6		83 (0.3%)	98 (0.4%)
13.7		81 (0.3%)	102 (0.4%)
13.8		69 (0.2%)	82 (0.3%)
13.9		106 (0.4%)	90 (0.3%)
130.4		0 (0%)	1 (<0.1%)
136.4		0 (0%)	1 (<0.1%)
139.0		0 (0%)	1 (<0.1%)
14.0		72 (0.3%)	74 (0.3%)
14.1		85 (0.3%)	68 (0.3%)
14.2		82 (0.3%)	73 (0.3%)
14.3		76 (0.3%)	85 (0.3%)
14.4		57 (0.2%)	78 (0.3%)
14.5		58 (0.2%)	68 (0.3%)
14.6		60 (0.2%)	72 (0.3%)
14.7		68 (0.2%)	59 (0.2%)
14.8		71 (0.2%)	49 (0.2%)
14.9		55 (0.2%)	63 (0.2%)
146.4		1 (<0.1%)	0 (0%)
15.0		46 (0.2%)	60 (0.2%)
15.1		40 (0.1%)	64 (0.2%)
15.2		49 (0.2%)	50 (0.2%)
15.3		48 (0.2%)	61 (0.2%)
15.4		48 (0.2%)	61 (0.2%)
15.5		47 (0.2%)	60 (0.2%)
15.6		47 (0.2%)	52 (0.2%)
15.7		33 (0.1%)	46 (0.2%)
15.8		51 (0.2%)	56 (0.2%)
15.9		54 (0.2%)	51 (0.2%)
152.6		2 (<0.1%)	0 (0%)
154.2		0 (0%)	1 (<0.1%)
157.1		0 (0%)	2 (<0.1%)
157.9		0 (0%)	1 (<0.1%)
16.0		33 (0.1%)	40 (0.2%)
16.1		30 (0.1%)	37 (0.1%)
16.2		41 (0.1%)	38 (0.1%)
16.3		31 (0.1%)	48 (0.2%)
16.4		28 (<0.1%)	45 (0.2%)
16.5		40 (0.1%)	51 (0.2%)
16.6		26 (<0.1%)	53 (0.2%)
16.7		30 (0.1%)	44 (0.2%)
16.8		23 (<0.1%)	39 (0.1%)
16.9		36 (0.1%)	40 (0.2%)
164.2		2 (<0.1%)	0 (0%)
164.8		0 (0%)	1 (<0.1%)
17.0		32 (0.1%)	47 (0.2%)
17.1		23 (<0.1%)	31 (0.1%)
17.2		22 (<0.1%)	40 (0.2%)
17.3		17 (<0.1%)	32 (0.1%)
17.4		33 (0.1%)	31 (0.1%)
17.5		33 (0.1%)	35 (0.1%)
17.6		22 (<0.1%)	40 (0.2%)
17.7		24 (<0.1%)	33 (0.1%)
17.8		25 (<0.1%)	39 (0.1%)
17.9		20 (<0.1%)	24 (<0.1%)
18.0		29 (0.1%)	32 (0.1%)
18.1		15 (<0.1%)	32 (0.1%)
18.2		26 (<0.1%)	25 (<0.1%)
18.3		27 (<0.1%)	25 (<0.1%)
18.4		16 (<0.1%)	24 (<0.1%)
18.5		22 (<0.1%)	22 (<0.1%)
18.6		17 (<0.1%)	24 (<0.1%)
18.7		23 (<0.1%)	21 (<0.1%)
18.8		24 (<0.1%)	22 (<0.1%)
18.9		14 (<0.1%)	26 (<0.1%)
19.0		17 (<0.1%)	17 (<0.1%)
19.1		17 (<0.1%)	19 (<0.1%)
19.2		17 (<0.1%)	20 (<0.1%)
19.3		26 (<0.1%)	25 (<0.1%)
19.4		21 (<0.1%)	23 (<0.1%)
19.5		19 (<0.1%)	19 (<0.1%)
19.6		13 (<0.1%)	19 (<0.1%)
19.7		11 (<0.1%)	22 (<0.1%)
19.8		18 (<0.1%)	17 (<0.1%)
19.9		13 (<0.1%)	16 (<0.1%)
198.9		1 (<0.1%)	0 (0%)
199.7		1 (<0.1%)	0 (0%)
2.0		22 (<0.1%)	14 (<0.1%)
2.1		22 (<0.1%)	19 (<0.1%)
2.2		25 (<0.1%)	16 (<0.1%)
2.3		31 (0.1%)	30 (0.1%)
2.4		32 (0.1%)	21 (<0.1%)
2.5		40 (0.1%)	28 (0.1%)
2.6		32 (0.1%)	25 (<0.1%)
2.7		35 (0.1%)	22 (<0.1%)
2.8		47 (0.2%)	33 (0.1%)
2.9		46 (0.2%)	32 (0.1%)
20.0		11 (<0.1%)	21 (<0.1%)
20.1		18 (<0.1%)	16 (<0.1%)
20.2		13 (<0.1%)	22 (<0.1%)
20.3		18 (<0.1%)	17 (<0.1%)
20.4		14 (<0.1%)	15 (<0.1%)
20.5		9 (<0.1%)	12 (<0.1%)
20.6		12 (<0.1%)	24 (<0.1%)
20.7		14 (<0.1%)	23 (<0.1%)
20.8		11 (<0.1%)	22 (<0.1%)
20.9		14 (<0.1%)	17 (<0.1%)
208.4		0 (0%)	1 (<0.1%)
21.0		6 (<0.1%)	14 (<0.1%)
21.1		17 (<0.1%)	21 (<0.1%)
21.2		8 (<0.1%)	22 (<0.1%)
21.3		15 (<0.1%)	6 (<0.1%)
21.4		14 (<0.1%)	13 (<0.1%)
21.5		16 (<0.1%)	15 (<0.1%)
21.6		14 (<0.1%)	17 (<0.1%)
21.7		6 (<0.1%)	11 (<0.1%)
21.8		10 (<0.1%)	21 (<0.1%)
21.9		11 (<0.1%)	12 (<0.1%)
22.0		13 (<0.1%)	12 (<0.1%)
22.1		12 (<0.1%)	8 (<0.1%)
22.2		9 (<0.1%)	11 (<0.1%)
22.3		7 (<0.1%)	16 (<0.1%)
22.4		10 (<0.1%)	14 (<0.1%)
22.5		12 (<0.1%)	12 (<0.1%)
22.6		9 (<0.1%)	12 (<0.1%)
22.7		8 (<0.1%)	14 (<0.1%)
22.8		6 (<0.1%)	17 (<0.1%)
22.9		12 (<0.1%)	6 (<0.1%)
229.0		1 (<0.1%)	0 (0%)
23.0		11 (<0.1%)	15 (<0.1%)
23.1		10 (<0.1%)	11 (<0.1%)
23.2		5 (<0.1%)	10 (<0.1%)
23.3		10 (<0.1%)	12 (<0.1%)
23.4		11 (<0.1%)	4 (<0.1%)
23.5		4 (<0.1%)	19 (<0.1%)
23.6		3 (<0.1%)	10 (<0.1%)
23.7		12 (<0.1%)	15 (<0.1%)
23.8		11 (<0.1%)	16 (<0.1%)
23.9		6 (<0.1%)	8 (<0.1%)
232.2		1 (<0.1%)	0 (0%)
24.0		10 (<0.1%)	9 (<0.1%)
24.1		4 (<0.1%)	7 (<0.1%)
24.2		4 (<0.1%)	6 (<0.1%)
24.3		7 (<0.1%)	6 (<0.1%)
24.4		8 (<0.1%)	11 (<0.1%)
24.5		13 (<0.1%)	5 (<0.1%)
24.6		3 (<0.1%)	5 (<0.1%)
24.7		6 (<0.1%)	7 (<0.1%)
24.8		6 (<0.1%)	6 (<0.1%)
24.9		7 (<0.1%)	10 (<0.1%)
25.0		6 (<0.1%)	8 (<0.1%)
25.1		8 (<0.1%)	9 (<0.1%)
25.2		9 (<0.1%)	5 (<0.1%)
25.3		5 (<0.1%)	7 (<0.1%)
25.4		9 (<0.1%)	10 (<0.1%)
25.5		8 (<0.1%)	12 (<0.1%)
25.6		3 (<0.1%)	6 (<0.1%)
25.7		3 (<0.1%)	7 (<0.1%)
25.8		5 (<0.1%)	6 (<0.1%)
25.9		6 (<0.1%)	11 (<0.1%)
26.0		8 (<0.1%)	10 (<0.1%)
26.1		2 (<0.1%)	6 (<0.1%)
26.2		5 (<0.1%)	11 (<0.1%)
26.3		7 (<0.1%)	7 (<0.1%)
26.4		8 (<0.1%)	7 (<0.1%)
26.5		2 (<0.1%)	2 (<0.1%)
26.6		3 (<0.1%)	14 (<0.1%)
26.7		5 (<0.1%)	5 (<0.1%)
26.8		7 (<0.1%)	1 (<0.1%)
26.9		1 (<0.1%)	2 (<0.1%)
27.0		1 (<0.1%)	7 (<0.1%)
27.1		2 (<0.1%)	1 (<0.1%)
27.2		3 (<0.1%)	4 (<0.1%)
27.3		3 (<0.1%)	1 (<0.1%)
27.4		7 (<0.1%)	9 (<0.1%)
27.5		7 (<0.1%)	5 (<0.1%)
27.6		3 (<0.1%)	1 (<0.1%)
27.7		6 (<0.1%)	4 (<0.1%)
27.8		2 (<0.1%)	11 (<0.1%)
27.9		2 (<0.1%)	7 (<0.1%)
28.0		3 (<0.1%)	1 (<0.1%)
28.1		2 (<0.1%)	11 (<0.1%)
28.2		3 (<0.1%)	5 (<0.1%)
28.3		8 (<0.1%)	3 (<0.1%)
28.4		2 (<0.1%)	6 (<0.1%)
28.5		5 (<0.1%)	6 (<0.1%)
28.6		1 (<0.1%)	6 (<0.1%)
28.7		3 (<0.1%)	3 (<0.1%)
28.8		3 (<0.1%)	3 (<0.1%)
28.9		1 (<0.1%)	2 (<0.1%)
29.0		2 (<0.1%)	4 (<0.1%)
29.1		5 (<0.1%)	4 (<0.1%)
29.2		3 (<0.1%)	5 (<0.1%)
29.3		4 (<0.1%)	1 (<0.1%)
29.4		5 (<0.1%)	8 (<0.1%)
29.5		2 (<0.1%)	6 (<0.1%)
29.6		0 (0%)	3 (<0.1%)
29.7		3 (<0.1%)	4 (<0.1%)
29.8		6 (<0.1%)	5 (<0.1%)
29.9		1 (<0.1%)	3 (<0.1%)
3.0		48 (0.2%)	39 (0.1%)
3.1		66 (0.2%)	40 (0.2%)
3.2		79 (0.3%)	51 (0.2%)
3.3		71 (0.2%)	43 (0.2%)
3.4		80 (0.3%)	67 (0.3%)
3.5		77 (0.3%)	61 (0.2%)
3.6		85 (0.3%)	64 (0.2%)
3.7		78 (0.3%)	48 (0.2%)
3.8		111 (0.4%)	76 (0.3%)
3.9		119 (0.4%)	74 (0.3%)
30.0		2 (<0.1%)	8 (<0.1%)
30.1		5 (<0.1%)	2 (<0.1%)
30.2		3 (<0.1%)	7 (<0.1%)
30.3		0 (0%)	2 (<0.1%)
30.4		1 (<0.1%)	7 (<0.1%)
30.5		2 (<0.1%)	5 (<0.1%)
30.6		2 (<0.1%)	2 (<0.1%)
30.7		5 (<0.1%)	2 (<0.1%)
30.8		5 (<0.1%)	4 (<0.1%)
30.9		1 (<0.1%)	1 (<0.1%)
31.0		8 (<0.1%)	3 (<0.1%)
31.1		0 (0%)	3 (<0.1%)
31.2		2 (<0.1%)	1 (<0.1%)
31.3		1 (<0.1%)	4 (<0.1%)
31.4		3 (<0.1%)	5 (<0.1%)
31.5		2 (<0.1%)	4 (<0.1%)
31.6		1 (<0.1%)	3 (<0.1%)
31.7		2 (<0.1%)	4 (<0.1%)
31.8		4 (<0.1%)	3 (<0.1%)
31.9		3 (<0.1%)	4 (<0.1%)
32.0		0 (0%)	2 (<0.1%)
32.1		1 (<0.1%)	3 (<0.1%)
32.2		2 (<0.1%)	4 (<0.1%)
32.3		3 (<0.1%)	2 (<0.1%)
32.4		1 (<0.1%)	3 (<0.1%)
32.5		2 (<0.1%)	4 (<0.1%)
32.6		0 (0%)	1 (<0.1%)
32.7		2 (<0.1%)	5 (<0.1%)
32.8		1 (<0.1%)	2 (<0.1%)
325.7		0 (0%)	1 (<0.1%)
33.1		0 (0%)	3 (<0.1%)
33.2		2 (<0.1%)	4 (<0.1%)
33.3		2 (<0.1%)	3 (<0.1%)
33.4		1 (<0.1%)	0 (0%)
33.5		1 (<0.1%)	0 (0%)
33.6		0 (0%)	1 (<0.1%)
33.7		1 (<0.1%)	0 (0%)
33.8		3 (<0.1%)	2 (<0.1%)
33.9		1 (<0.1%)	6 (<0.1%)
34.0		2 (<0.1%)	2 (<0.1%)
34.1		4 (<0.1%)	4 (<0.1%)
34.2		0 (0%)	1 (<0.1%)
34.3		1 (<0.1%)	1 (<0.1%)
34.4		3 (<0.1%)	4 (<0.1%)
34.5		1 (<0.1%)	4 (<0.1%)
34.6		3 (<0.1%)	4 (<0.1%)
34.7		0 (0%)	4 (<0.1%)
34.8		2 (<0.1%)	3 (<0.1%)
34.9		1 (<0.1%)	2 (<0.1%)
35.0		3 (<0.1%)	0 (0%)
35.1		3 (<0.1%)	7 (<0.1%)
35.2		1 (<0.1%)	3 (<0.1%)
35.3		3 (<0.1%)	4 (<0.1%)
35.4		1 (<0.1%)	1 (<0.1%)
35.5		0 (0%)	1 (<0.1%)
35.6		1 (<0.1%)	3 (<0.1%)
35.7		0 (0%)	5 (<0.1%)
35.8		4 (<0.1%)	1 (<0.1%)
35.9		4 (<0.1%)	2 (<0.1%)
36.0		1 (<0.1%)	3 (<0.1%)
36.1		1 (<0.1%)	5 (<0.1%)
36.2		4 (<0.1%)	4 (<0.1%)
36.3		1 (<0.1%)	5 (<0.1%)
36.4		2 (<0.1%)	1 (<0.1%)
36.5		0 (0%)	2 (<0.1%)
36.6		1 (<0.1%)	4 (<0.1%)
36.7		1 (<0.1%)	2 (<0.1%)
36.8		5 (<0.1%)	4 (<0.1%)
36.9		0 (0%)	1 (<0.1%)
37.0		0 (0%)	2 (<0.1%)
37.1		0 (0%)	1 (<0.1%)
37.2		0 (0%)	1 (<0.1%)
37.3		2 (<0.1%)	1 (<0.1%)
37.4		2 (<0.1%)	1 (<0.1%)
37.5		0 (0%)	3 (<0.1%)
37.6		4 (<0.1%)	2 (<0.1%)
37.8		2 (<0.1%)	2 (<0.1%)
37.9		1 (<0.1%)	2 (<0.1%)
38.0		0 (0%)	2 (<0.1%)
38.1		1 (<0.1%)	1 (<0.1%)
38.2		1 (<0.1%)	1 (<0.1%)
38.3		0 (0%)	1 (<0.1%)
38.5		1 (<0.1%)	7 (<0.1%)
38.6		1 (<0.1%)	2 (<0.1%)
38.8		0 (0%)	2 (<0.1%)
38.9		0 (0%)	2 (<0.1%)
39.0		2 (<0.1%)	0 (0%)
39.1		2 (<0.1%)	2 (<0.1%)
39.2		1 (<0.1%)	0 (0%)
39.3		1 (<0.1%)	2 (<0.1%)
39.4		0 (0%)	5 (<0.1%)
39.5		1 (<0.1%)	3 (<0.1%)
39.6		1 (<0.1%)	1 (<0.1%)
39.7		2 (<0.1%)	2 (<0.1%)
39.8		1 (<0.1%)	1 (<0.1%)
39.9		0 (0%)	3 (<0.1%)
4.0		122 (0.4%)	103 (0.4%)
4.1		136 (0.5%)	100 (0.4%)
4.2		125 (0.4%)	104 (0.4%)
4.3		161 (0.6%)	116 (0.4%)
4.4		161 (0.6%)	140 (0.5%)
4.5		169 (0.6%)	136 (0.5%)
4.6		202 (0.7%)	145 (0.5%)
4.7		193 (0.7%)	128 (0.5%)
4.8		204 (0.7%)	142 (0.5%)
4.9		207 (0.7%)	178 (0.7%)
40.0		2 (<0.1%)	1 (<0.1%)
40.1		0 (0%)	2 (<0.1%)
40.2		1 (<0.1%)	1 (<0.1%)
40.3		2 (<0.1%)	4 (<0.1%)
40.4		1 (<0.1%)	0 (0%)
40.5		0 (0%)	4 (<0.1%)
40.6		1 (<0.1%)	5 (<0.1%)
40.7		0 (0%)	2 (<0.1%)
40.9		1 (<0.1%)	1 (<0.1%)
41.0		1 (<0.1%)	0 (0%)
41.1		1 (<0.1%)	3 (<0.1%)
41.2		2 (<0.1%)	5 (<0.1%)
41.3		3 (<0.1%)	2 (<0.1%)
41.4		2 (<0.1%)	0 (0%)
41.6		0 (0%)	1 (<0.1%)
41.8		2 (<0.1%)	0 (0%)
41.9		1 (<0.1%)	0 (0%)
42.0		0 (0%)	1 (<0.1%)
42.1		1 (<0.1%)	2 (<0.1%)
42.2		2 (<0.1%)	3 (<0.1%)
42.4		1 (<0.1%)	0 (0%)
42.5		1 (<0.1%)	1 (<0.1%)
42.6		0 (0%)	1 (<0.1%)
42.7		1 (<0.1%)	3 (<0.1%)
42.8		1 (<0.1%)	4 (<0.1%)
42.9		1 (<0.1%)	1 (<0.1%)
43.0		1 (<0.1%)	0 (0%)
43.1		2 (<0.1%)	1 (<0.1%)
43.4		2 (<0.1%)	6 (<0.1%)
43.6		3 (<0.1%)	4 (<0.1%)
43.8		0 (0%)	3 (<0.1%)
43.9		0 (0%)	2 (<0.1%)
44.1		1 (<0.1%)	1 (<0.1%)
44.3		1 (<0.1%)	1 (<0.1%)
44.4		0 (0%)	1 (<0.1%)
44.5		1 (<0.1%)	4 (<0.1%)
44.7		0 (0%)	2 (<0.1%)
44.8		0 (0%)	1 (<0.1%)
45.0		1 (<0.1%)	1 (<0.1%)
45.3		0 (0%)	2 (<0.1%)
45.4		1 (<0.1%)	0 (0%)
45.6		2 (<0.1%)	0 (0%)
45.7		0 (0%)	1 (<0.1%)
45.8		1 (<0.1%)	3 (<0.1%)
46.1		0 (0%)	3 (<0.1%)
46.2		1 (<0.1%)	0 (0%)
46.5		2 (<0.1%)	1 (<0.1%)
47.1		0 (0%)	1 (<0.1%)
47.2		0 (0%)	1 (<0.1%)
47.3		0 (0%)	1 (<0.1%)
47.6		2 (<0.1%)	0 (0%)
47.7		0 (0%)	1 (<0.1%)
47.8		1 (<0.1%)	0 (0%)
48.1		3 (<0.1%)	1 (<0.1%)
48.5		0 (0%)	1 (<0.1%)
48.82		1 (<0.1%)	0 (0%)
49.0		1 (<0.1%)	0 (0%)
49.1		1 (<0.1%)	0 (0%)
49.2		0 (0%)	1 (<0.1%)
49.5		0 (0%)	1 (<0.1%)
49.6		1 (<0.1%)	1 (<0.1%)
49.7		1 (<0.1%)	0 (0%)
5.0		239 (0.8%)	165 (0.6%)
5.1		211 (0.7%)	157 (0.6%)
5.2		220 (0.8%)	184 (0.7%)
5.3		256 (0.9%)	198 (0.7%)
5.4		267 (0.9%)	209 (0.8%)
5.5		285 (1.0%)	232 (0.9%)
5.6		269 (0.9%)	249 (0.9%)
5.7		271 (0.9%)	231 (0.9%)
5.8		302 (1.0%)	244 (0.9%)
5.9		322 (1.1%)	227 (0.9%)
50.0		1 (<0.1%)	0 (0%)
50.1		0 (0%)	1 (<0.1%)
50.2		1 (<0.1%)	2 (<0.1%)
50.6		0 (0%)	2 (<0.1%)
51.2		0 (0%)	1 (<0.1%)
51.5		0 (0%)	1 (<0.1%)
51.6		0 (0%)	1 (<0.1%)
51.8		1 (<0.1%)	0 (0%)
52.1		0 (0%)	2 (<0.1%)
52.4		2 (<0.1%)	0 (0%)
52.6		1 (<0.1%)	0 (0%)
52.8		0 (0%)	3 (<0.1%)
53.1		0 (0%)	1 (<0.1%)
53.6		0 (0%)	1 (<0.1%)
53.7		1 (<0.1%)	0 (0%)
53.9		0 (0%)	1 (<0.1%)
54.0		1 (<0.1%)	0 (0%)
54.1		0 (0%)	1 (<0.1%)
54.3		1 (<0.1%)	1 (<0.1%)
54.8		1 (<0.1%)	3 (<0.1%)
54.9		1 (<0.1%)	1 (<0.1%)
55.0		1 (<0.1%)	1 (<0.1%)
55.1		1 (<0.1%)	0 (0%)
55.3		1 (<0.1%)	4 (<0.1%)
55.7		1 (<0.1%)	0 (0%)
55.8		1 (<0.1%)	0 (0%)
55.9		0 (0%)	1 (<0.1%)
56.7		1 (<0.1%)	1 (<0.1%)
57.0		2 (<0.1%)	0 (0%)
57.1		0 (0%)	1 (<0.1%)
57.5		1 (<0.1%)	2 (<0.1%)
57.6		2 (<0.1%)	3 (<0.1%)
58.1		0 (0%)	1 (<0.1%)
58.5		0 (0%)	1 (<0.1%)
58.7		2 (<0.1%)	0 (0%)
58.8		3 (<0.1%)	0 (0%)
59.6		1 (<0.1%)	1 (<0.1%)
6.0		305 (1.1%)	242 (0.9%)
6.1		331 (1.1%)	278 (1.0%)
6.2		354 (1.2%)	250 (0.9%)
6.3		373 (1.3%)	266 (1.0%)
6.4		368 (1.3%)	248 (0.9%)
6.5		329 (1.1%)	260 (1.0%)
6.6		402 (1.4%)	293 (1.1%)
6.7		390 (1.4%)	290 (1.1%)
6.76		1 (<0.1%)	0 (0%)
6.8		379 (1.3%)	284 (1.1%)
6.9		351 (1.2%)	286 (1.1%)
60.3		0 (0%)	1 (<0.1%)
60.5		0 (0%)	1 (<0.1%)
60.7		1 (<0.1%)	0 (0%)
60.8		0 (0%)	1 (<0.1%)
61.7		0 (0%)	1 (<0.1%)
61.9		0 (0%)	2 (<0.1%)
62.8		0 (0%)	1 (<0.1%)
62.9		1 (<0.1%)	0 (0%)
63.3		1 (<0.1%)	1 (<0.1%)
64.2		0 (0%)	1 (<0.1%)
64.6		0 (0%)	1 (<0.1%)
64.7		0 (0%)	1 (<0.1%)
64.9		1 (<0.1%)	0 (0%)
65.8		2 (<0.1%)	1 (<0.1%)
65.9		0 (0%)	1 (<0.1%)
66.2		1 (<0.1%)	2 (<0.1%)
66.6		0 (0%)	1 (<0.1%)
66.7		0 (0%)	1 (<0.1%)
66.8		0 (0%)	1 (<0.1%)
67.0		0 (0%)	1 (<0.1%)
67.1		1 (<0.1%)	1 (<0.1%)
67.4		0 (0%)	1 (<0.1%)
67.8		0 (0%)	1 (<0.1%)
68.0		1 (<0.1%)	0 (0%)
68.3		1 (<0.1%)	1 (<0.1%)
69.2		0 (0%)	1 (<0.1%)
7.0		361 (1.3%)	282 (1.1%)
7.1		389 (1.4%)	311 (1.2%)
7.2		386 (1.3%)	302 (1.1%)
7.3		379 (1.3%)	320 (1.2%)
7.4		356 (1.2%)	326 (1.2%)
7.5		395 (1.4%)	316 (1.2%)
7.6		348 (1.2%)	326 (1.2%)
7.7		379 (1.3%)	344 (1.3%)
7.8		409 (1.4%)	293 (1.1%)
7.9		373 (1.3%)	305 (1.1%)
70.4		0 (0%)	1 (<0.1%)
70.8		0 (0%)	1 (<0.1%)
71.3		1 (<0.1%)	1 (<0.1%)
73.5		0 (0%)	2 (<0.1%)
74.2		0 (0%)	1 (<0.1%)
74.3		1 (<0.1%)	0 (0%)
74.8		1 (<0.1%)	1 (<0.1%)
76.4		1 (<0.1%)	0 (0%)
76.8		0 (0%)	1 (<0.1%)
77.3		2 (<0.1%)	0 (0%)
77.5		1 (<0.1%)	0 (0%)
77.6		1 (<0.1%)	2 (<0.1%)
77.8		0 (0%)	1 (<0.1%)
78.5		1 (<0.1%)	3 (<0.1%)
79.0		1 (<0.1%)	0 (0%)
8		1 (<0.1%)	0 (0%)
8.0		382 (1.3%)	301 (1.1%)
8.1		333 (1.2%)	288 (1.1%)
8.2		352 (1.2%)	320 (1.2%)
8.3		312 (1.1%)	293 (1.1%)
8.4		323 (1.1%)	300 (1.1%)
8.5		340 (1.2%)	302 (1.1%)
8.6		344 (1.2%)	299 (1.1%)
8.7		325 (1.1%)	284 (1.1%)
8.8		323 (1.1%)	303 (1.1%)
8.9		355 (1.2%)	284 (1.1%)
80.1		1 (<0.1%)	0 (0%)
80.6		1 (<0.1%)	0 (0%)
81.7		0 (0%)	1 (<0.1%)
81.8		0 (0%)	1 (<0.1%)
85.1		0 (0%)	1 (<0.1%)
87.4		0 (0%)	1 (<0.1%)
87.5		0 (0%)	1 (<0.1%)
88.3		1 (<0.1%)	0 (0%)
9.0		316 (1.1%)	279 (1.0%)
9.1		300 (1.0%)	274 (1.0%)
9.2		307 (1.1%)	284 (1.1%)
9.3		311 (1.1%)	280 (1.1%)
9.4		282 (1.0%)	275 (1.0%)
9.5		307 (1.1%)	265 (1.0%)
9.6		266 (0.9%)	269 (1.0%)
9.7		248 (0.9%)	254 (1.0%)
9.8		266 (0.9%)	259 (1.0%)
9.9		262 (0.9%)	265 (1.0%)
93.1		1 (<0.1%)	0 (0%)
96.7		0 (0%)	1 (<0.1%)
97.1		1 (<0.1%)	0 (0%)
97.7		0 (0%)	1 (<0.1%)
glucose	55,452
___		25,680 (89%)	24,050 (90%)
100		73 (0.3%)	46 (0.2%)
101		72 (0.2%)	46 (0.2%)
102		35 (0.1%)	52 (0.2%)
103		60 (0.2%)	43 (0.2%)
104		59 (0.2%)	44 (0.2%)
105		58 (0.2%)	48 (0.2%)
106		53 (0.2%)	34 (0.1%)
107		47 (0.2%)	39 (0.1%)
108		45 (0.2%)	47 (0.2%)
109		49 (0.2%)	38 (0.1%)
110		48 (0.2%)	53 (0.2%)
111		44 (0.2%)	34 (0.1%)
112		40 (0.1%)	30 (0.1%)
113		47 (0.2%)	44 (0.2%)
114		42 (0.1%)	28 (0.1%)
115		32 (0.1%)	30 (0.1%)
116		29 (0.1%)	26 (<0.1%)
117		29 (0.1%)	41 (0.2%)
118		19 (<0.1%)	26 (<0.1%)
119		35 (0.1%)	25 (<0.1%)
120		31 (0.1%)	37 (0.1%)
121		28 (<0.1%)	40 (0.2%)
122		30 (0.1%)	24 (<0.1%)
123		24 (<0.1%)	17 (<0.1%)
124		20 (<0.1%)	18 (<0.1%)
125		20 (<0.1%)	18 (<0.1%)
126		30 (0.1%)	21 (<0.1%)
127		21 (<0.1%)	23 (<0.1%)
128		28 (<0.1%)	17 (<0.1%)
129		31 (0.1%)	20 (<0.1%)
130		24 (<0.1%)	13 (<0.1%)
131		13 (<0.1%)	23 (<0.1%)
132		20 (<0.1%)	15 (<0.1%)
133		14 (<0.1%)	13 (<0.1%)
134		18 (<0.1%)	16 (<0.1%)
135		20 (<0.1%)	24 (<0.1%)
136		12 (<0.1%)	14 (<0.1%)
137		16 (<0.1%)	23 (<0.1%)
138		11 (<0.1%)	25 (<0.1%)
139		14 (<0.1%)	12 (<0.1%)
140		11 (<0.1%)	15 (<0.1%)
141		14 (<0.1%)	13 (<0.1%)
142		13 (<0.1%)	12 (<0.1%)
143		13 (<0.1%)	19 (<0.1%)
144		12 (<0.1%)	8 (<0.1%)
145		18 (<0.1%)	15 (<0.1%)
146		12 (<0.1%)	8 (<0.1%)
147		11 (<0.1%)	11 (<0.1%)
148		12 (<0.1%)	10 (<0.1%)
149		12 (<0.1%)	18 (<0.1%)
150		9 (<0.1%)	6 (<0.1%)
151		7 (<0.1%)	11 (<0.1%)
152		7 (<0.1%)	6 (<0.1%)
153		16 (<0.1%)	9 (<0.1%)
154		10 (<0.1%)	10 (<0.1%)
155		6 (<0.1%)	11 (<0.1%)
156		8 (<0.1%)	10 (<0.1%)
157		10 (<0.1%)	10 (<0.1%)
158		6 (<0.1%)	5 (<0.1%)
159		20 (<0.1%)	6 (<0.1%)
160		1 (<0.1%)	9 (<0.1%)
161		10 (<0.1%)	7 (<0.1%)
162		10 (<0.1%)	8 (<0.1%)
163		9 (<0.1%)	4 (<0.1%)
164		5 (<0.1%)	6 (<0.1%)
165		5 (<0.1%)	9 (<0.1%)
166		10 (<0.1%)	7 (<0.1%)
167		4 (<0.1%)	7 (<0.1%)
168		8 (<0.1%)	6 (<0.1%)
169		7 (<0.1%)	3 (<0.1%)
170		6 (<0.1%)	4 (<0.1%)
171		4 (<0.1%)	8 (<0.1%)
172		2 (<0.1%)	6 (<0.1%)
173		4 (<0.1%)	8 (<0.1%)
174		5 (<0.1%)	3 (<0.1%)
175		6 (<0.1%)	8 (<0.1%)
176		5 (<0.1%)	7 (<0.1%)
177		8 (<0.1%)	6 (<0.1%)
178		10 (<0.1%)	7 (<0.1%)
179		5 (<0.1%)	8 (<0.1%)
180		2 (<0.1%)	2 (<0.1%)
181		7 (<0.1%)	4 (<0.1%)
182		8 (<0.1%)	3 (<0.1%)
183		4 (<0.1%)	6 (<0.1%)
184		4 (<0.1%)	7 (<0.1%)
185		7 (<0.1%)	0 (0%)
186		5 (<0.1%)	1 (<0.1%)
187		7 (<0.1%)	3 (<0.1%)
188		1 (<0.1%)	3 (<0.1%)
189		5 (<0.1%)	3 (<0.1%)
190		3 (<0.1%)	3 (<0.1%)
191		2 (<0.1%)	0 (0%)
192		5 (<0.1%)	3 (<0.1%)
193		5 (<0.1%)	4 (<0.1%)
194		4 (<0.1%)	4 (<0.1%)
195		9 (<0.1%)	4 (<0.1%)
196		4 (<0.1%)	3 (<0.1%)
197		2 (<0.1%)	4 (<0.1%)
198		6 (<0.1%)	2 (<0.1%)
199		2 (<0.1%)	5 (<0.1%)
200		5 (<0.1%)	5 (<0.1%)
201		1 (<0.1%)	3 (<0.1%)
202		2 (<0.1%)	1 (<0.1%)
203		2 (<0.1%)	5 (<0.1%)
204		1 (<0.1%)	2 (<0.1%)
205		3 (<0.1%)	3 (<0.1%)
206		0 (0%)	4 (<0.1%)
207		4 (<0.1%)	3 (<0.1%)
208		2 (<0.1%)	1 (<0.1%)
209		4 (<0.1%)	0 (0%)
210		3 (<0.1%)	4 (<0.1%)
211		5 (<0.1%)	2 (<0.1%)
212		2 (<0.1%)	3 (<0.1%)
213		3 (<0.1%)	0 (0%)
214		0 (0%)	2 (<0.1%)
215		1 (<0.1%)	1 (<0.1%)
216		0 (0%)	1 (<0.1%)
217		1 (<0.1%)	2 (<0.1%)
218		0 (0%)	1 (<0.1%)
219		1 (<0.1%)	2 (<0.1%)
220		1 (<0.1%)	1 (<0.1%)
221		1 (<0.1%)	1 (<0.1%)
222		0 (0%)	1 (<0.1%)
223		2 (<0.1%)	1 (<0.1%)
224		1 (<0.1%)	0 (0%)
225		1 (<0.1%)	1 (<0.1%)
226		0 (0%)	3 (<0.1%)
227		3 (<0.1%)	1 (<0.1%)
228		1 (<0.1%)	1 (<0.1%)
229		0 (0%)	1 (<0.1%)
230		2 (<0.1%)	2 (<0.1%)
231		1 (<0.1%)	1 (<0.1%)
233		1 (<0.1%)	1 (<0.1%)
234		2 (<0.1%)	0 (0%)
235		1 (<0.1%)	2 (<0.1%)
236		2 (<0.1%)	3 (<0.1%)
237		1 (<0.1%)	0 (0%)
238		0 (0%)	1 (<0.1%)
239		2 (<0.1%)	3 (<0.1%)
240		4 (<0.1%)	2 (<0.1%)
241		0 (0%)	1 (<0.1%)
243		1 (<0.1%)	0 (0%)
244		1 (<0.1%)	1 (<0.1%)
246		2 (<0.1%)	1 (<0.1%)
247		2 (<0.1%)	1 (<0.1%)
248		1 (<0.1%)	1 (<0.1%)
249		0 (0%)	1 (<0.1%)
250		0 (0%)	3 (<0.1%)
251		1 (<0.1%)	0 (0%)
252		0 (0%)	1 (<0.1%)
253		2 (<0.1%)	3 (<0.1%)
254		5 (<0.1%)	0 (0%)
255		0 (0%)	3 (<0.1%)
256		1 (<0.1%)	1 (<0.1%)
257		2 (<0.1%)	1 (<0.1%)
258		0 (0%)	2 (<0.1%)
259		0 (0%)	1 (<0.1%)
262		1 (<0.1%)	0 (0%)
264		1 (<0.1%)	0 (0%)
265		0 (0%)	1 (<0.1%)
266		1 (<0.1%)	1 (<0.1%)
267		1 (<0.1%)	0 (0%)
268		1 (<0.1%)	0 (0%)
270		1 (<0.1%)	0 (0%)
271		2 (<0.1%)	1 (<0.1%)
272		1 (<0.1%)	1 (<0.1%)
273		2 (<0.1%)	2 (<0.1%)
275		1 (<0.1%)	0 (0%)
277		2 (<0.1%)	0 (0%)
278		4 (<0.1%)	1 (<0.1%)
279		1 (<0.1%)	0 (0%)
280		1 (<0.1%)	1 (<0.1%)
281		1 (<0.1%)	0 (0%)
282		1 (<0.1%)	0 (0%)
285		1 (<0.1%)	0 (0%)
286		1 (<0.1%)	1 (<0.1%)
288		1 (<0.1%)	0 (0%)
289		1 (<0.1%)	0 (0%)
290		0 (0%)	2 (<0.1%)
291		1 (<0.1%)	0 (0%)
292		0 (0%)	1 (<0.1%)
295		2 (<0.1%)	0 (0%)
296		1 (<0.1%)	0 (0%)
299		1 (<0.1%)	0 (0%)
301		1 (<0.1%)	0 (0%)
302		1 (<0.1%)	1 (<0.1%)
307		0 (0%)	1 (<0.1%)
308		0 (0%)	1 (<0.1%)
311		1 (<0.1%)	0 (0%)
315		1 (<0.1%)	0 (0%)
316		1 (<0.1%)	0 (0%)
318		0 (0%)	1 (<0.1%)
320		0 (0%)	1 (<0.1%)
323		1 (<0.1%)	0 (0%)
324		1 (<0.1%)	1 (<0.1%)
325		0 (0%)	1 (<0.1%)
326		1 (<0.1%)	1 (<0.1%)
329		1 (<0.1%)	1 (<0.1%)
334		0 (0%)	2 (<0.1%)
336		1 (<0.1%)	0 (0%)
337		1 (<0.1%)	0 (0%)
338		0 (0%)	1 (<0.1%)
343		0 (0%)	2 (<0.1%)
345		1 (<0.1%)	0 (0%)
347		1 (<0.1%)	0 (0%)
351		0 (0%)	1 (<0.1%)
374		1 (<0.1%)	0 (0%)
375		1 (<0.1%)	0 (0%)
379		0 (0%)	1 (<0.1%)
391		1 (<0.1%)	0 (0%)
394		0 (0%)	1 (<0.1%)
409		1 (<0.1%)	0 (0%)
423		2 (<0.1%)	0 (0%)
428		1 (<0.1%)	0 (0%)
430		0 (0%)	1 (<0.1%)
439		0 (0%)	1 (<0.1%)
442		1 (<0.1%)	0 (0%)
443		1 (<0.1%)	0 (0%)
50		2 (<0.1%)	3 (<0.1%)
51		2 (<0.1%)	2 (<0.1%)
52		1 (<0.1%)	3 (<0.1%)
53		1 (<0.1%)	2 (<0.1%)
54		1 (<0.1%)	1 (<0.1%)
55		2 (<0.1%)	2 (<0.1%)
56		1 (<0.1%)	1 (<0.1%)
57		6 (<0.1%)	3 (<0.1%)
58		1 (<0.1%)	4 (<0.1%)
59		5 (<0.1%)	2 (<0.1%)
60		3 (<0.1%)	1 (<0.1%)
61		4 (<0.1%)	5 (<0.1%)
62		6 (<0.1%)	4 (<0.1%)
63		3 (<0.1%)	4 (<0.1%)
64		6 (<0.1%)	5 (<0.1%)
65		1 (<0.1%)	2 (<0.1%)
66		8 (<0.1%)	2 (<0.1%)
67		4 (<0.1%)	4 (<0.1%)
68		5 (<0.1%)	4 (<0.1%)
69		3 (<0.1%)	2 (<0.1%)
70		6 (<0.1%)	4 (<0.1%)
71		7 (<0.1%)	7 (<0.1%)
72		12 (<0.1%)	9 (<0.1%)
73		19 (<0.1%)	12 (<0.1%)
74		10 (<0.1%)	7 (<0.1%)
75		17 (<0.1%)	10 (<0.1%)
76		16 (<0.1%)	13 (<0.1%)
77		15 (<0.1%)	18 (<0.1%)
78		18 (<0.1%)	16 (<0.1%)
79		16 (<0.1%)	15 (<0.1%)
80		21 (<0.1%)	17 (<0.1%)
81		27 (<0.1%)	23 (<0.1%)
82		23 (<0.1%)	10 (<0.1%)
83		27 (<0.1%)	17 (<0.1%)
84		36 (0.1%)	31 (0.1%)
85		45 (0.2%)	28 (0.1%)
86		45 (0.2%)	40 (0.2%)
87		60 (0.2%)	27 (0.1%)
88		53 (0.2%)	37 (0.1%)
89		58 (0.2%)	34 (0.1%)
90		51 (0.2%)	38 (0.1%)
91		71 (0.2%)	39 (0.1%)
92		63 (0.2%)	43 (0.2%)
93		43 (0.1%)	36 (0.1%)
94		72 (0.2%)	59 (0.2%)
95		74 (0.3%)	48 (0.2%)
96		70 (0.2%)	40 (0.2%)
97		72 (0.2%)	33 (0.1%)
98		62 (0.2%)	41 (0.2%)
99		54 (0.2%)	47 (0.2%)
heartrate	59,079
0		340 (1.1%)	433 (1.5%)
1		1 (<0.1%)	1 (<0.1%)
10		0 (0%)	2 (<0.1%)
100		317 (1.0%)	328 (1.2%)
101		280 (0.9%)	315 (1.1%)
102		283 (0.9%)	290 (1.0%)
103		253 (0.8%)	259 (0.9%)
104		273 (0.9%)	282 (1.0%)
105		227 (0.7%)	273 (1.0%)
106		252 (0.8%)	265 (0.9%)
107		215 (0.7%)	221 (0.8%)
108		177 (0.6%)	244 (0.9%)
109		165 (0.5%)	199 (0.7%)
11		1 (<0.1%)	0 (0%)
110		165 (0.5%)	180 (0.6%)
111		148 (0.5%)	153 (0.5%)
112		131 (0.4%)	162 (0.6%)
113		136 (0.4%)	151 (0.5%)
114		111 (0.4%)	130 (0.5%)
115		100 (0.3%)	127 (0.4%)
116		86 (0.3%)	115 (0.4%)
117		87 (0.3%)	117 (0.4%)
118		73 (0.2%)	116 (0.4%)
119		58 (0.2%)	95 (0.3%)
12		0 (0%)	1 (<0.1%)
120		54 (0.2%)	93 (0.3%)
121		54 (0.2%)	75 (0.3%)
122		36 (0.1%)	68 (0.2%)
123		42 (0.1%)	60 (0.2%)
124		39 (0.1%)	60 (0.2%)
125		21 (<0.1%)	56 (0.2%)
126		21 (<0.1%)	60 (0.2%)
127		31 (0.1%)	36 (0.1%)
128		23 (<0.1%)	30 (0.1%)
129		27 (<0.1%)	33 (0.1%)
130		22 (<0.1%)	32 (0.1%)
131		22 (<0.1%)	28 (<0.1%)
132		21 (<0.1%)	18 (<0.1%)
133		20 (<0.1%)	31 (0.1%)
134		11 (<0.1%)	17 (<0.1%)
135		14 (<0.1%)	18 (<0.1%)
136		21 (<0.1%)	18 (<0.1%)
137		17 (<0.1%)	19 (<0.1%)
138		14 (<0.1%)	22 (<0.1%)
139		11 (<0.1%)	13 (<0.1%)
14		1 (<0.1%)	1 (<0.1%)
140		6 (<0.1%)	8 (<0.1%)
141		11 (<0.1%)	15 (<0.1%)
142		9 (<0.1%)	6 (<0.1%)
143		10 (<0.1%)	7 (<0.1%)
144		8 (<0.1%)	10 (<0.1%)
145		12 (<0.1%)	7 (<0.1%)
146		7 (<0.1%)	13 (<0.1%)
147		3 (<0.1%)	8 (<0.1%)
148		5 (<0.1%)	9 (<0.1%)
149		5 (<0.1%)	9 (<0.1%)
150		2 (<0.1%)	5 (<0.1%)
151		1 (<0.1%)	2 (<0.1%)
152		2 (<0.1%)	7 (<0.1%)
153		2 (<0.1%)	2 (<0.1%)
154		2 (<0.1%)	7 (<0.1%)
155		4 (<0.1%)	3 (<0.1%)
156		2 (<0.1%)	3 (<0.1%)
157		3 (<0.1%)	5 (<0.1%)
158		1 (<0.1%)	4 (<0.1%)
159		3 (<0.1%)	1 (<0.1%)
16		1 (<0.1%)	2 (<0.1%)
160		0 (0%)	3 (<0.1%)
161		4 (<0.1%)	0 (0%)
162		4 (<0.1%)	3 (<0.1%)
163		1 (<0.1%)	2 (<0.1%)
164		3 (<0.1%)	2 (<0.1%)
165		1 (<0.1%)	1 (<0.1%)
166		2 (<0.1%)	0 (0%)
167		4 (<0.1%)	2 (<0.1%)
168		2 (<0.1%)	2 (<0.1%)
169		1 (<0.1%)	2 (<0.1%)
17		3 (<0.1%)	3 (<0.1%)
170		1 (<0.1%)	1 (<0.1%)
171		1 (<0.1%)	0 (0%)
173		0 (0%)	2 (<0.1%)
174		0 (0%)	1 (<0.1%)
177		1 (<0.1%)	0 (0%)
178		1 (<0.1%)	1 (<0.1%)
179		0 (0%)	2 (<0.1%)
18		1 (<0.1%)	2 (<0.1%)
180		0 (0%)	1 (<0.1%)
181		2 (<0.1%)	0 (0%)
182		0 (0%)	1 (<0.1%)
184		0 (0%)	1 (<0.1%)
185		2 (<0.1%)	1 (<0.1%)
187		1 (<0.1%)	1 (<0.1%)
188		0 (0%)	3 (<0.1%)
19		6 (<0.1%)	6 (<0.1%)
191		0 (0%)	1 (<0.1%)
192		0 (0%)	1 (<0.1%)
195		0 (0%)	1 (<0.1%)
198		0 (0%)	1 (<0.1%)
199		1 (<0.1%)	1 (<0.1%)
2		0 (0%)	2 (<0.1%)
20		3 (<0.1%)	4 (<0.1%)
21		5 (<0.1%)	6 (<0.1%)
210		0 (0%)	1 (<0.1%)
22		6 (<0.1%)	4 (<0.1%)
222		0 (0%)	1 (<0.1%)
224		0 (0%)	1 (<0.1%)
229		1 (<0.1%)	0 (0%)
23		4 (<0.1%)	3 (<0.1%)
24		4 (<0.1%)	9 (<0.1%)
25		2 (<0.1%)	9 (<0.1%)
250		0 (0%)	1 (<0.1%)
26		5 (<0.1%)	11 (<0.1%)
27		7 (<0.1%)	6 (<0.1%)
28		4 (<0.1%)	11 (<0.1%)
29		4 (<0.1%)	8 (<0.1%)
3		0 (0%)	1 (<0.1%)
30		10 (<0.1%)	4 (<0.1%)
31		12 (<0.1%)	6 (<0.1%)
32		6 (<0.1%)	8 (<0.1%)
33		6 (<0.1%)	6 (<0.1%)
34		8 (<0.1%)	6 (<0.1%)
35		7 (<0.1%)	11 (<0.1%)
36		7 (<0.1%)	15 (<0.1%)
37		12 (<0.1%)	12 (<0.1%)
38		12 (<0.1%)	11 (<0.1%)
39		13 (<0.1%)	15 (<0.1%)
4		2 (<0.1%)	0 (0%)
40		12 (<0.1%)	12 (<0.1%)
41		17 (<0.1%)	15 (<0.1%)
42		17 (<0.1%)	22 (<0.1%)
43		13 (<0.1%)	24 (<0.1%)
44		20 (<0.1%)	20 (<0.1%)
45		23 (<0.1%)	35 (0.1%)
46		31 (0.1%)	24 (<0.1%)
47		25 (<0.1%)	36 (0.1%)
48		32 (0.1%)	40 (0.1%)
49		39 (0.1%)	42 (0.1%)
5		0 (0%)	1 (<0.1%)
50		58 (0.2%)	41 (0.1%)
51		52 (0.2%)	38 (0.1%)
52		83 (0.3%)	48 (0.2%)
53		72 (0.2%)	78 (0.3%)
54		105 (0.3%)	72 (0.3%)
55		122 (0.4%)	94 (0.3%)
56		166 (0.5%)	125 (0.4%)
57		175 (0.6%)	124 (0.4%)
58		200 (0.7%)	145 (0.5%)
59		219 (0.7%)	185 (0.7%)
6		1 (<0.1%)	1 (<0.1%)
60		403 (1.3%)	333 (1.2%)
61		344 (1.1%)	237 (0.8%)
62		385 (1.3%)	222 (0.8%)
63		383 (1.2%)	293 (1.0%)
64		428 (1.4%)	301 (1.1%)
65		446 (1.5%)	347 (1.2%)
66		490 (1.6%)	391 (1.4%)
67		508 (1.7%)	392 (1.4%)
68		570 (1.9%)	404 (1.4%)
69		546 (1.8%)	415 (1.5%)
7		1 (<0.1%)	1 (<0.1%)
70		703 (2.3%)	596 (2.1%)
71		640 (2.1%)	511 (1.8%)
72		656 (2.1%)	546 (1.9%)
73		676 (2.2%)	555 (2.0%)
74		717 (2.3%)	554 (2.0%)
75		739 (2.4%)	560 (2.0%)
7567		1 (<0.1%)	0 (0%)
76		716 (2.3%)	621 (2.2%)
77		715 (2.3%)	608 (2.1%)
78		775 (2.5%)	630 (2.2%)
79		735 (2.4%)	575 (2.0%)
8		3 (<0.1%)	0 (0%)
80		827 (2.7%)	772 (2.7%)
81		637 (2.1%)	654 (2.3%)
82		743 (2.4%)	651 (2.3%)
83		739 (2.4%)	671 (2.4%)
84		743 (2.4%)	675 (2.4%)
85		679 (2.2%)	647 (2.3%)
86		747 (2.4%)	638 (2.2%)
87		722 (2.4%)	683 (2.4%)
88		697 (2.3%)	612 (2.2%)
880		0 (0%)	1 (<0.1%)
89		659 (2.1%)	602 (2.1%)
9		1 (<0.1%)	3 (<0.1%)
90		613 (2.0%)	631 (2.2%)
91		637 (2.1%)	627 (2.2%)
92		592 (1.9%)	633 (2.2%)
93		619 (2.0%)	613 (2.2%)
94		628 (2.0%)	593 (2.1%)
95		557 (1.8%)	564 (2.0%)
96		534 (1.7%)	554 (2.0%)
97		535 (1.7%)	559 (2.0%)
98		516 (1.7%)	545 (1.9%)
98.7		1 (<0.1%)	0 (0%)
99		534 (1.7%)	533 (1.9%)
systolic_non_invasive_blood_pressure	52,672
0		28 (<0.1%)	27 (0.1%)
0.1		0 (0%)	1 (<0.1%)
0.108		1 (<0.1%)	0 (0%)
1		0 (0%)	1 (<0.1%)
100		319 (1.1%)	266 (1.1%)
101		365 (1.3%)	299 (1.2%)
102		338 (1.2%)	265 (1.1%)
103		382 (1.4%)	327 (1.3%)
104		382 (1.4%)	324 (1.3%)
105		470 (1.7%)	348 (1.4%)
106		444 (1.6%)	347 (1.4%)
107		465 (1.7%)	371 (1.5%)
108		483 (1.7%)	356 (1.4%)
109		464 (1.7%)	398 (1.6%)
110		527 (1.9%)	405 (1.6%)
111		547 (1.9%)	402 (1.6%)
112		525 (1.9%)	405 (1.6%)
113		538 (1.9%)	461 (1.9%)
114		540 (1.9%)	444 (1.8%)
115		528 (1.9%)	437 (1.8%)
116		537 (1.9%)	425 (1.7%)
117		539 (1.9%)	471 (1.9%)
118		514 (1.8%)	422 (1.7%)
119		604 (2.1%)	439 (1.8%)
120		569 (2.0%)	469 (1.9%)
121		557 (2.0%)	432 (1.8%)
122		550 (2.0%)	466 (1.9%)
123		520 (1.9%)	389 (1.6%)
124		519 (1.8%)	454 (1.8%)
125		508 (1.8%)	438 (1.8%)
126		501 (1.8%)	436 (1.8%)
127		495 (1.8%)	396 (1.6%)
128		481 (1.7%)	398 (1.6%)
129		444 (1.6%)	387 (1.6%)
130		463 (1.6%)	425 (1.7%)
131		444 (1.6%)	397 (1.6%)
132		412 (1.5%)	393 (1.6%)
133		423 (1.5%)	394 (1.6%)
134		386 (1.4%)	371 (1.5%)
135		385 (1.4%)	366 (1.5%)
136		361 (1.3%)	362 (1.5%)
137		346 (1.2%)	325 (1.3%)
138		376 (1.3%)	332 (1.4%)
139		324 (1.2%)	344 (1.4%)
140		320 (1.1%)	307 (1.2%)
141		300 (1.1%)	271 (1.1%)
142		295 (1.1%)	299 (1.2%)
143		270 (1.0%)	265 (1.1%)
144		283 (1.0%)	292 (1.2%)
145		257 (0.9%)	249 (1.0%)
146		258 (0.9%)	231 (0.9%)
147		209 (0.7%)	252 (1.0%)
148		214 (0.8%)	237 (1.0%)
149		202 (0.7%)	219 (0.9%)
14977		1 (<0.1%)	0 (0%)
150		214 (0.8%)	214 (0.9%)
151		188 (0.7%)	193 (0.8%)
152		187 (0.7%)	172 (0.7%)
1529		1 (<0.1%)	0 (0%)
153		159 (0.6%)	170 (0.7%)
154		161 (0.6%)	158 (0.6%)
155		170 (0.6%)	152 (0.6%)
156		151 (0.5%)	159 (0.6%)
157		129 (0.5%)	125 (0.5%)
158		140 (0.5%)	130 (0.5%)
159		109 (0.4%)	133 (0.5%)
160		96 (0.3%)	143 (0.6%)
161		106 (0.4%)	104 (0.4%)
162		87 (0.3%)	96 (0.4%)
163		97 (0.3%)	75 (0.3%)
164		70 (0.2%)	72 (0.3%)
165		81 (0.3%)	60 (0.2%)
166		62 (0.2%)	76 (0.3%)
167		67 (0.2%)	53 (0.2%)
168		61 (0.2%)	55 (0.2%)
169		55 (0.2%)	57 (0.2%)
170		38 (0.1%)	36 (0.1%)
171		37 (0.1%)	43 (0.2%)
172		39 (0.1%)	43 (0.2%)
173		30 (0.1%)	25 (0.1%)
174		42 (0.1%)	28 (0.1%)
175		27 (<0.1%)	38 (0.2%)
176		29 (0.1%)	26 (0.1%)
177		24 (<0.1%)	23 (<0.1%)
178		24 (<0.1%)	18 (<0.1%)
179		22 (<0.1%)	25 (0.1%)
180		21 (<0.1%)	15 (<0.1%)
181		15 (<0.1%)	15 (<0.1%)
182		12 (<0.1%)	12 (<0.1%)
183		10 (<0.1%)	4 (<0.1%)
184		16 (<0.1%)	12 (<0.1%)
185		12 (<0.1%)	16 (<0.1%)
186		7 (<0.1%)	11 (<0.1%)
187		16 (<0.1%)	8 (<0.1%)
188		6 (<0.1%)	3 (<0.1%)
189		8 (<0.1%)	5 (<0.1%)
190		6 (<0.1%)	3 (<0.1%)
191		2 (<0.1%)	6 (<0.1%)
192		0 (0%)	3 (<0.1%)
193		2 (<0.1%)	9 (<0.1%)
194		6 (<0.1%)	4 (<0.1%)
195		7 (<0.1%)	3 (<0.1%)
196		2 (<0.1%)	3 (<0.1%)
197		2 (<0.1%)	4 (<0.1%)
198		5 (<0.1%)	3 (<0.1%)
199		3 (<0.1%)	2 (<0.1%)
200		1 (<0.1%)	2 (<0.1%)
201		1 (<0.1%)	1 (<0.1%)
202		1 (<0.1%)	2 (<0.1%)
203		3 (<0.1%)	1 (<0.1%)
204		0 (0%)	1 (<0.1%)
205		1 (<0.1%)	1 (<0.1%)
206		1 (<0.1%)	0 (0%)
207		1 (<0.1%)	1 (<0.1%)
208		1 (<0.1%)	0 (0%)
209		0 (0%)	1 (<0.1%)
210		1 (<0.1%)	0 (0%)
211		1 (<0.1%)	0 (0%)
213		1 (<0.1%)	0 (0%)
214		1 (<0.1%)	0 (0%)
215		0 (0%)	1 (<0.1%)
216		0 (0%)	1 (<0.1%)
217		0 (0%)	1 (<0.1%)
221		0 (0%)	1 (<0.1%)
223		0 (0%)	1 (<0.1%)
225		1 (<0.1%)	1 (<0.1%)
228		0 (0%)	2 (<0.1%)
232		0 (0%)	1 (<0.1%)
233		0 (0%)	1 (<0.1%)
242		1 (<0.1%)	0 (0%)
30		0 (0%)	1 (<0.1%)
31		2 (<0.1%)	1 (<0.1%)
32		0 (0%)	1 (<0.1%)
34		2 (<0.1%)	1 (<0.1%)
35		5 (<0.1%)	1 (<0.1%)
36		1 (<0.1%)	1 (<0.1%)
37		1 (<0.1%)	3 (<0.1%)
38		2 (<0.1%)	3 (<0.1%)
39		1 (<0.1%)	6 (<0.1%)
40		4 (<0.1%)	4 (<0.1%)
41		2 (<0.1%)	6 (<0.1%)
42		4 (<0.1%)	4 (<0.1%)
43		4 (<0.1%)	3 (<0.1%)
44		6 (<0.1%)	5 (<0.1%)
45		6 (<0.1%)	1 (<0.1%)
46		6 (<0.1%)	4 (<0.1%)
47		2 (<0.1%)	3 (<0.1%)
48		8 (<0.1%)	2 (<0.1%)
49		3 (<0.1%)	11 (<0.1%)
50		7 (<0.1%)	9 (<0.1%)
51		2 (<0.1%)	6 (<0.1%)
52		7 (<0.1%)	7 (<0.1%)
53		8 (<0.1%)	7 (<0.1%)
54		10 (<0.1%)	13 (<0.1%)
55		10 (<0.1%)	6 (<0.1%)
56		8 (<0.1%)	5 (<0.1%)
57		6 (<0.1%)	5 (<0.1%)
58		9 (<0.1%)	14 (<0.1%)
59		7 (<0.1%)	2 (<0.1%)
60		8 (<0.1%)	8 (<0.1%)
61		9 (<0.1%)	13 (<0.1%)
62		16 (<0.1%)	3 (<0.1%)
63		7 (<0.1%)	8 (<0.1%)
64		8 (<0.1%)	16 (<0.1%)
65		11 (<0.1%)	8 (<0.1%)
66		9 (<0.1%)	9 (<0.1%)
67		14 (<0.1%)	9 (<0.1%)
68		13 (<0.1%)	13 (<0.1%)
69		11 (<0.1%)	9 (<0.1%)
70		15 (<0.1%)	9 (<0.1%)
71		10 (<0.1%)	13 (<0.1%)
72		11 (<0.1%)	9 (<0.1%)
73		19 (<0.1%)	16 (<0.1%)
74		14 (<0.1%)	20 (<0.1%)
75		14 (<0.1%)	10 (<0.1%)
76		17 (<0.1%)	12 (<0.1%)
77		15 (<0.1%)	26 (0.1%)
78		20 (<0.1%)	25 (0.1%)
79		18 (<0.1%)	15 (<0.1%)
80		21 (<0.1%)	26 (0.1%)
81		35 (0.1%)	21 (<0.1%)
82		35 (0.1%)	43 (0.2%)
83		35 (0.1%)	41 (0.2%)
84		48 (0.2%)	54 (0.2%)
85		65 (0.2%)	63 (0.3%)
86		69 (0.2%)	71 (0.3%)
87		83 (0.3%)	77 (0.3%)
88		100 (0.4%)	76 (0.3%)
89		96 (0.3%)	95 (0.4%)
90		159 (0.6%)	165 (0.7%)
91		208 (0.7%)	159 (0.6%)
92		195 (0.7%)	197 (0.8%)
93		250 (0.9%)	206 (0.8%)
94		279 (1.0%)	243 (1.0%)
95		323 (1.1%)	270 (1.1%)
96		372 (1.3%)	267 (1.1%)
97		372 (1.3%)	294 (1.2%)
98		406 (1.4%)	342 (1.4%)
99		462 (1.6%)	381 (1.6%)
diastolic_non_invasive_blood_pressure	52,689
0		24 (<0.1%)	21 (<0.1%)
1		0 (0%)	1 (<0.1%)
10		1 (<0.1%)	0 (0%)
100		58 (0.2%)	52 (0.2%)
101		47 (0.2%)	38 (0.2%)
102		46 (0.2%)	43 (0.2%)
103		37 (0.1%)	33 (0.1%)
104		32 (0.1%)	20 (<0.1%)
105		37 (0.1%)	15 (<0.1%)
106		29 (0.1%)	22 (<0.1%)
107		19 (<0.1%)	33 (0.1%)
108		30 (0.1%)	18 (<0.1%)
109		28 (<0.1%)	26 (0.1%)
11		1 (<0.1%)	1 (<0.1%)
110		19 (<0.1%)	10 (<0.1%)
111		18 (<0.1%)	11 (<0.1%)
112		17 (<0.1%)	10 (<0.1%)
113		18 (<0.1%)	11 (<0.1%)
114		11 (<0.1%)	13 (<0.1%)
115		12 (<0.1%)	5 (<0.1%)
116		7 (<0.1%)	13 (<0.1%)
117		10 (<0.1%)	9 (<0.1%)
118		7 (<0.1%)	11 (<0.1%)
119		6 (<0.1%)	7 (<0.1%)
12		1 (<0.1%)	1 (<0.1%)
120		4 (<0.1%)	2 (<0.1%)
121		7 (<0.1%)	7 (<0.1%)
122		5 (<0.1%)	6 (<0.1%)
123		5 (<0.1%)	5 (<0.1%)
124		6 (<0.1%)	4 (<0.1%)
125		4 (<0.1%)	2 (<0.1%)
126		7 (<0.1%)	1 (<0.1%)
127		4 (<0.1%)	6 (<0.1%)
128		8 (<0.1%)	6 (<0.1%)
129		6 (<0.1%)	2 (<0.1%)
13		6 (<0.1%)	5 (<0.1%)
130		2 (<0.1%)	1 (<0.1%)
131		4 (<0.1%)	5 (<0.1%)
132		5 (<0.1%)	1 (<0.1%)
133		2 (<0.1%)	1 (<0.1%)
134		4 (<0.1%)	0 (0%)
135		1 (<0.1%)	1 (<0.1%)
136		2 (<0.1%)	4 (<0.1%)
137		2 (<0.1%)	1 (<0.1%)
138		3 (<0.1%)	0 (0%)
139		2 (<0.1%)	2 (<0.1%)
14		2 (<0.1%)	5 (<0.1%)
140		2 (<0.1%)	1 (<0.1%)
141		0 (0%)	1 (<0.1%)
143		1 (<0.1%)	1 (<0.1%)
144		0 (0%)	3 (<0.1%)
146		2 (<0.1%)	1 (<0.1%)
147		1 (<0.1%)	1 (<0.1%)
148		2 (<0.1%)	1 (<0.1%)
15		3 (<0.1%)	2 (<0.1%)
150		0 (0%)	1 (<0.1%)
151		1 (<0.1%)	0 (0%)
152		0 (0%)	1 (<0.1%)
154		1 (<0.1%)	0 (0%)
155		1 (<0.1%)	0 (0%)
157		0 (0%)	1 (<0.1%)
159		0 (0%)	1 (<0.1%)
16		3 (<0.1%)	3 (<0.1%)
162		1 (<0.1%)	0 (0%)
17		7 (<0.1%)	2 (<0.1%)
178		1 (<0.1%)	0 (0%)
179		0 (0%)	1 (<0.1%)
18		6 (<0.1%)	6 (<0.1%)
180		1 (<0.1%)	0 (0%)
186		1 (<0.1%)	0 (0%)
19		5 (<0.1%)	6 (<0.1%)
190		1 (<0.1%)	0 (0%)
20		8 (<0.1%)	5 (<0.1%)
209		0 (0%)	1 (<0.1%)
21		3 (<0.1%)	6 (<0.1%)
22		11 (<0.1%)	13 (<0.1%)
23		9 (<0.1%)	11 (<0.1%)
24		12 (<0.1%)	14 (<0.1%)
25		8 (<0.1%)	15 (<0.1%)
26		9 (<0.1%)	7 (<0.1%)
27		17 (<0.1%)	19 (<0.1%)
2716		0 (0%)	1 (<0.1%)
28		10 (<0.1%)	9 (<0.1%)
29		29 (0.1%)	25 (0.1%)
30		24 (<0.1%)	28 (0.1%)
31		23 (<0.1%)	34 (0.1%)
32		20 (<0.1%)	34 (0.1%)
33		36 (0.1%)	35 (0.1%)
34		41 (0.1%)	34 (0.1%)
35		56 (0.2%)	40 (0.2%)
36		46 (0.2%)	46 (0.2%)
37		78 (0.3%)	62 (0.3%)
38		81 (0.3%)	87 (0.4%)
39		106 (0.4%)	81 (0.3%)
40		135 (0.5%)	99 (0.4%)
41		124 (0.4%)	131 (0.5%)
42		156 (0.6%)	136 (0.6%)
43		198 (0.7%)	167 (0.7%)
44		233 (0.8%)	191 (0.8%)
45		246 (0.9%)	224 (0.9%)
46		260 (0.9%)	199 (0.8%)
47		324 (1.2%)	259 (1.1%)
4728		0 (0%)	1 (<0.1%)
48		345 (1.2%)	329 (1.3%)
4848		0 (0%)	1 (<0.1%)
49		388 (1.4%)	298 (1.2%)
4940		1 (<0.1%)	0 (0%)
50		476 (1.7%)	340 (1.4%)
51		432 (1.5%)	354 (1.4%)
52		482 (1.7%)	423 (1.7%)
53		527 (1.9%)	471 (1.9%)
54		609 (2.2%)	498 (2.0%)
55		581 (2.1%)	518 (2.1%)
56		658 (2.3%)	551 (2.2%)
57		718 (2.6%)	574 (2.3%)
58		683 (2.4%)	582 (2.4%)
59		701 (2.5%)	601 (2.4%)
5956		1 (<0.1%)	0 (0%)
60		768 (2.7%)	631 (2.6%)
61		759 (2.7%)	598 (2.4%)
62		735 (2.6%)	661 (2.7%)
63		776 (2.8%)	657 (2.7%)
64		810 (2.9%)	691 (2.8%)
65		794 (2.8%)	685 (2.8%)
66		784 (2.8%)	645 (2.6%)
67		744 (2.6%)	663 (2.7%)
68		739 (2.6%)	694 (2.8%)
69		705 (2.5%)	675 (2.7%)
70		727 (2.6%)	679 (2.8%)
71		683 (2.4%)	590 (2.4%)
72		681 (2.4%)	598 (2.4%)
73		648 (2.3%)	555 (2.3%)
74		637 (2.3%)	530 (2.2%)
75		592 (2.1%)	533 (2.2%)
76		559 (2.0%)	482 (2.0%)
77		561 (2.0%)	496 (2.0%)
78		480 (1.7%)	455 (1.8%)
79		472 (1.7%)	436 (1.8%)
80		468 (1.7%)	384 (1.6%)
81		428 (1.5%)	380 (1.5%)
82		407 (1.4%)	363 (1.5%)
83		375 (1.3%)	358 (1.5%)
84		345 (1.2%)	314 (1.3%)
85		311 (1.1%)	282 (1.1%)
86		307 (1.1%)	275 (1.1%)
87		257 (0.9%)	235 (1.0%)
88		241 (0.9%)	225 (0.9%)
88144		0 (0%)	1 (<0.1%)
89		230 (0.8%)	241 (1.0%)
90		199 (0.7%)	211 (0.9%)
91		198 (0.7%)	189 (0.8%)
92		164 (0.6%)	166 (0.7%)
93		166 (0.6%)	151 (0.6%)
94		177 (0.6%)	150 (0.6%)
95		147 (0.5%)	167 (0.7%)
96		133 (0.5%)	157 (0.6%)
97		117 (0.4%)	105 (0.4%)
98		115 (0.4%)	98 (0.4%)
99		103 (0.4%)	112 (0.5%)
temperature_Fahrenheit	15,984
0		1 (<0.1%)	2 (<0.1%)
100		34 (0.4%)	51 (0.7%)
100.1		20 (0.2%)	27 (0.4%)
100.2		21 (0.3%)	20 (0.3%)
100.3		22 (0.3%)	24 (0.3%)
100.4		27 (0.3%)	22 (0.3%)
100.5		7 (<0.1%)	14 (0.2%)
100.6		15 (0.2%)	11 (0.1%)
100.7		13 (0.2%)	8 (0.1%)
100.8		13 (0.2%)	17 (0.2%)
100.9		12 (0.1%)	6 (<0.1%)
101		13 (0.2%)	13 (0.2%)
101.1		6 (<0.1%)	13 (0.2%)
101.2		3 (<0.1%)	8 (0.1%)
101.3		8 (<0.1%)	2 (<0.1%)
101.4		7 (<0.1%)	3 (<0.1%)
101.5		5 (<0.1%)	3 (<0.1%)
101.6		4 (<0.1%)	4 (<0.1%)
101.7		5 (<0.1%)	4 (<0.1%)
101.77		0 (0%)	1 (<0.1%)
101.8		6 (<0.1%)	3 (<0.1%)
101.9		1 (<0.1%)	4 (<0.1%)
102		3 (<0.1%)	5 (<0.1%)
102.1		4 (<0.1%)	1 (<0.1%)
102.2		0 (0%)	4 (<0.1%)
102.3		2 (<0.1%)	2 (<0.1%)
102.4		0 (0%)	1 (<0.1%)
102.5		1 (<0.1%)	3 (<0.1%)
102.6		3 (<0.1%)	0 (0%)
102.7		0 (0%)	3 (<0.1%)
102.8		1 (<0.1%)	3 (<0.1%)
102.9		0 (0%)	3 (<0.1%)
103		3 (<0.1%)	5 (<0.1%)
103.1		2 (<0.1%)	1 (<0.1%)
103.2		1 (<0.1%)	1 (<0.1%)
103.3		1 (<0.1%)	0 (0%)
103.7		0 (0%)	1 (<0.1%)
104		1 (<0.1%)	2 (<0.1%)
104.1		0 (0%)	1 (<0.1%)
104.2		0 (0%)	1 (<0.1%)
104.5		1 (<0.1%)	0 (0%)
105		1 (<0.1%)	0 (0%)
105.4		0 (0%)	1 (<0.1%)
106.6		0 (0%)	1 (<0.1%)
1200.2		1 (<0.1%)	0 (0%)
1698		1 (<0.1%)	0 (0%)
33.1		1 (<0.1%)	0 (0%)
35.6		1 (<0.1%)	0 (0%)
36.4		0 (0%)	1 (<0.1%)
37.2		1 (<0.1%)	0 (0%)
7.4		1 (<0.1%)	0 (0%)
79		0 (0%)	1 (<0.1%)
80		1 (<0.1%)	0 (0%)
87.6		1 (<0.1%)	0 (0%)
87.8		0 (0%)	1 (<0.1%)
90.5		1 (<0.1%)	0 (0%)
91.7		0 (0%)	1 (<0.1%)
92.3		0 (0%)	1 (<0.1%)
92.4		2 (<0.1%)	0 (0%)
93.2		1 (<0.1%)	0 (0%)
93.6		1 (<0.1%)	0 (0%)
93.9		1 (<0.1%)	0 (0%)
94		2 (<0.1%)	2 (<0.1%)
94.2		0 (0%)	1 (<0.1%)
94.4		2 (<0.1%)	0 (0%)
94.5		2 (<0.1%)	2 (<0.1%)
94.6		1 (<0.1%)	0 (0%)
94.7		0 (0%)	2 (<0.1%)
95		3 (<0.1%)	3 (<0.1%)
95.1		0 (0%)	1 (<0.1%)
95.2		4 (<0.1%)	2 (<0.1%)
95.3		4 (<0.1%)	5 (<0.1%)
95.4		9 (0.1%)	3 (<0.1%)
95.5		6 (<0.1%)	2 (<0.1%)
95.6		4 (<0.1%)	6 (<0.1%)
95.7		3 (<0.1%)	3 (<0.1%)
95.8		5 (<0.1%)	6 (<0.1%)
95.9		9 (0.1%)	3 (<0.1%)
96		48 (0.6%)	38 (0.5%)
96.1		11 (0.1%)	21 (0.3%)
96.2		16 (0.2%)	24 (0.3%)
96.3		15 (0.2%)	20 (0.3%)
96.4		26 (0.3%)	28 (0.4%)
96.5		33 (0.4%)	31 (0.4%)
96.6		26 (0.3%)	24 (0.3%)
96.7		35 (0.4%)	39 (0.5%)
96.8		52 (0.6%)	46 (0.6%)
96.9		40 (0.5%)	33 (0.4%)
97		153 (1.8%)	136 (1.8%)
97.1		67 (0.8%)	70 (0.9%)
97.2		99 (1.2%)	114 (1.5%)
97.3		109 (1.3%)	88 (1.2%)
97.4		125 (1.5%)	156 (2.1%)
97.5		172 (2.1%)	168 (2.2%)
97.6		273 (3.3%)	289 (3.8%)
97.65		1 (<0.1%)	0 (0%)
97.67		1 (<0.1%)	0 (0%)
97.7		233 (2.8%)	215 (2.8%)
97.74		0 (0%)	2 (<0.1%)
97.8		362 (4.3%)	388 (5.1%)
97.9		335 (4.0%)	320 (4.2%)
98		780 (9.3%)	634 (8.3%)
98.03		1 (<0.1%)	0 (0%)
98.1		515 (6.1%)	429 (5.6%)
98.13		0 (0%)	1 (<0.1%)
98.2		602 (7.2%)	494 (6.5%)
98.3		449 (5.4%)	403 (5.3%)
98.4		553 (6.6%)	509 (6.7%)
98.5		471 (5.6%)	397 (5.2%)
98.54		1 (<0.1%)	0 (0%)
98.6		494 (5.9%)	420 (5.5%)
98.63		0 (0%)	1 (<0.1%)
98.66		0 (0%)	1 (<0.1%)
98.7		335 (4.0%)	296 (3.9%)
98.74		0 (0%)	1 (<0.1%)
98.8		317 (3.8%)	272 (3.6%)
98.87		0 (0%)	1 (<0.1%)
98.9		253 (3.0%)	231 (3.0%)
98.96		1 (<0.1%)	0 (0%)
985		0 (0%)	1 (<0.1%)
99		264 (3.2%)	225 (3.0%)
99.1		144 (1.7%)	142 (1.9%)
99.2		154 (1.8%)	125 (1.6%)
99.3		88 (1.1%)	96 (1.3%)
99.38		0 (0%)	1 (<0.1%)
99.4		91 (1.1%)	81 (1.1%)
99.5		76 (0.9%)	64 (0.8%)
99.52		1 (<0.1%)	0 (0%)
99.54		0 (0%)	1 (<0.1%)
99.58		1 (<0.1%)	0 (0%)
99.6		62 (0.7%)	62 (0.8%)
99.7		59 (0.7%)	25 (0.3%)
99.8		53 (0.6%)	58 (0.8%)
99.9		46 (0.5%)	40 (0.5%)
respiratory_rate	58,260
0		294 (1.0%)	431 (1.5%)
1		1 (<0.1%)	3 (<0.1%)
10		238 (0.8%)	204 (0.7%)
100		0 (0%)	1 (<0.1%)
11		431 (1.4%)	343 (1.2%)
12		684 (2.3%)	540 (1.9%)
13		1,026 (3.4%)	721 (2.6%)
14		1,484 (4.9%)	1,029 (3.7%)
15		1,722 (5.7%)	1,256 (4.5%)
16		2,254 (7.4%)	1,715 (6.1%)
17		2,205 (7.3%)	1,856 (6.6%)
18		2,685 (8.9%)	2,200 (7.9%)
180		0 (0%)	1 (<0.1%)
19		2,388 (7.9%)	2,029 (7.3%)
2		4 (<0.1%)	11 (<0.1%)
20		2,478 (8.2%)	2,170 (7.8%)
21		2,089 (6.9%)	1,914 (6.8%)
22		1,926 (6.4%)	1,837 (6.6%)
23		1,505 (5.0%)	1,585 (5.7%)
24		1,296 (4.3%)	1,367 (4.9%)
25		1,084 (3.6%)	1,152 (4.1%)
26		850 (2.8%)	1,030 (3.7%)
27		676 (2.2%)	771 (2.8%)
28		564 (1.9%)	695 (2.5%)
280		1 (<0.1%)	0 (0%)
29		394 (1.3%)	513 (1.8%)
3		6 (<0.1%)	6 (<0.1%)
30		322 (1.1%)	454 (1.6%)
31		211 (0.7%)	304 (1.1%)
32		206 (0.7%)	259 (0.9%)
33		151 (0.5%)	190 (0.7%)
34		126 (0.4%)	160 (0.6%)
35		90 (0.3%)	128 (0.5%)
36		68 (0.2%)	104 (0.4%)
37		33 (0.1%)	80 (0.3%)
38		43 (0.1%)	57 (0.2%)
39		37 (0.1%)	44 (0.2%)
4		11 (<0.1%)	22 (<0.1%)
40		29 (<0.1%)	43 (0.2%)
41		18 (<0.1%)	25 (<0.1%)
42		21 (<0.1%)	22 (<0.1%)
43		18 (<0.1%)	12 (<0.1%)
44		8 (<0.1%)	14 (<0.1%)
45		11 (<0.1%)	18 (<0.1%)
46		7 (<0.1%)	13 (<0.1%)
47		5 (<0.1%)	8 (<0.1%)
48		1 (<0.1%)	7 (<0.1%)
49		4 (<0.1%)	4 (<0.1%)
5		30 (<0.1%)	42 (0.2%)
50		6 (<0.1%)	4 (<0.1%)
51		2 (<0.1%)	5 (<0.1%)
52		2 (<0.1%)	5 (<0.1%)
53		5 (<0.1%)	3 (<0.1%)
54		3 (<0.1%)	2 (<0.1%)
55		2 (<0.1%)	3 (<0.1%)
56		2 (<0.1%)	0 (0%)
57		2 (<0.1%)	1 (<0.1%)
58		1 (<0.1%)	1 (<0.1%)
59		1 (<0.1%)	2 (<0.1%)
6		44 (0.1%)	49 (0.2%)
60		2 (<0.1%)	4 (<0.1%)
61		1 (<0.1%)	3 (<0.1%)
62		1 (<0.1%)	1 (<0.1%)
63		1 (<0.1%)	0 (0%)
64		1 (<0.1%)	0 (0%)
65		0 (0%)	1 (<0.1%)
66		0 (0%)	1 (<0.1%)
67		0 (0%)	1 (<0.1%)
68		2 (<0.1%)	0 (0%)
69		1 (<0.1%)	0 (0%)
7		70 (0.2%)	80 (0.3%)
71		1 (<0.1%)	0 (0%)
72		1 (<0.1%)	0 (0%)
75		0 (0%)	1 (<0.1%)
78		0 (0%)	1 (<0.1%)
79		1 (<0.1%)	0 (0%)
8		157 (0.5%)	156 (0.6%)
80		0 (0%)	2 (<0.1%)
81		1 (<0.1%)	0 (0%)
83		1 (<0.1%)	0 (0%)
9		242 (0.8%)	251 (0.9%)
93		0 (0%)	1 (<0.1%)
95		1 (<0.1%)	0 (0%)
96		1 (<0.1%)	0 (0%)
97		0 (0%)	1 (<0.1%)
99		1 (<0.1%)	0 (0%)
1 n (%)

Q1.9 Save the final tibble

Save the final tibble to an R data file mimic_icu_cohort.rds in the mimiciv_shiny folder.

# make a directory mimiciv_shiny
if (!dir.exists("mimiciv_shiny")) {
  dir.create("mimiciv_shiny")
}
# save the final tibble
processed_data |>
  write_rds("mimiciv_shiny/mimic_icu_cohort.rds", compress = "gz")

Close database connection and clear workspace.

if (exists("con_bq")) {
  dbDisconnect(con_bq)
}
rm(list = ls())

Although it is not a good practice to add big data files to git, for grading purpose, please add mimic_icu_cohort.rds to your git repository.

Q2. Shiny app

Develop a Shiny app for exploring the ICU cohort data created in Q1. The app should reside in the mimiciv_shiny folder. The app should contain at least two tabs. One tab provides easy access to the graphical and numerical summaries of variables (demographics, lab measurements, vitals) in the ICU cohort. The other allows user to choose a specific patient in the cohort and display the patient’s ADT and ICU stay information as we did in Q1 of HW3.

Please run shinyApp.R The snapshots of my code are: